<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.176639.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Thermal Energy Storage Technologies: A Review of Current Landscape and Future Directions</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved with reservations, 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Tafere</surname>
                        <given-names>Awash Tekle</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-1387-6947</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Mechanical Engineering, Aksum Institute of Technology, Aksum University, Aksum, Tigray, 1010, Ethiopia</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:awashtek@gmail.com">awashtek@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>20</day>
                <month>1</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>15</volume>
            <elocation-id>83</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>9</day>
                    <month>1</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Tafere AT</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/15-83/pdf"/>
            <abstract>
                <p>

                    <bold>Abstract</bold>
                </p>
                <p>Thermal Energy Storage (TES) is a critical technology for enhancing the reliability, flexibility, and efficiency of renewable energy systems. This review paper provides an inclusive study of TES mechanisms like sensible heat storage (SHS), latent heat storage (LHS), thermochemical energy storage (TCES), and hybrid systems, and emphasizing their operating principle, material property, and application context. Key performance indicators such as energy density (50&#x2013;1200 kJ/kg), efficiency (70&#x2013;95%), and thermal conductivity (0.2&#x2013;10 W/m&#x00b7;K) are systematically assessed alongside environmental impacts and recyclability. This paper shows thermal energy storage options by incorporating nano-enhanced phase change materials, reversible thermochemical reactions for seasonal storage, and innovative system designs that improve operational responsiveness and grid integration. Despite substantial advancements in thermal energy storage technologies, several critical challenges continue to hinder their widespread adoption and long-term reliability. Issues of material durability, economic feasibility, and large-scale deployment remain unresolved, especially for high-temperature and long-duration storage applications. Addressing these limitations is essential to unlock the full potential of TES in supporting sustainable energy systems. This paper reviews that to emphasize individual storage mechanisms, synthesizes technological progress, deployment insights, and regional relevance to establish a framework for selecting and advancing TES solutions that support low-carbon energy transitions, industrial decarbonization, and climate-resilient infrastructure.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Climate&#x2011;Resilient Infrastructure</kwd>
                <kwd>Latent Heat Storage</kwd>
                <kwd>Renewable Energy Integration</kwd>
                <kwd>Sensible Heat Storage</kwd>
                <kwd>Thermochemical Energy Storage</kwd>
                <kwd>Thermal Energy Storage</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>1. Introduction</title>
            <p>Energy systems across the globe are witnessing substantial changes as countries increasingly move away from fossil fuel dependence toward the implementation of renewable energy alternatives,
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> this transition helping to reduce CO
                <sub>2</sub> emissions and preserve limited natural resources.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup> Accelerated expansion of wind and solar energy enhanced system flexibility to accommodate their inherent variability to maintain stable equilibrium between electricity supply and demand.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>,
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> Thermal energy storage plays a critical role in mitigating the variability of renewable energy by stabilizing demand and supply across the grid, thereby enhancing overall system reliability and resilience.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> In recent years, large-scale TES systems have been utilized across various sectors and it can significantly influence contemporary energy systems and infrastructure.
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>,
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup> TES absorb and release heat during the charging and discharging phase respectively to satisfy thermal demand.
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup> It operates through processes such as heating, cooling, melting, freezing, and evaporation,
                <sup>
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup> enabling use across time frames from hours to seasons and in diverse settings,
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>,
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> and enhances overall energy efficiency, reduces operational costs, and facilitates the integration of renewable energy sources
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup>; However, the widespread adoption of TES is hindered by technical challenges, high upfront investment costs, limited energy density and spatial limitations in retrofit applications.
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>,
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup> This review paper explores the existing landscape of TES technologies and highlighting their classification, strength, and limitation across diverse energy applications, and discusses cutting-edge development and materials that enhance TES efficiency, while emphasizing its role in renewable integration and carbon reduction. Key obstacles&#x2014;technical, economic, and spatial&#x2014;are critically assessed, with actionable research pathways proposed for real-world deployment, and special attention is given to long-duration and seasonal storage, alongside feasibility in developing regions where cost, simplicity, and material availability are crucial.</p>
            <sec id="sec2">
                <title>1.1 Importance of energy storage in renewable energy systems</title>
                <p>Global leaders endorse their commitment to limiting global warming to 1.5&#x00b0;C, and the UN urges accelerated innovation and technology sharing to reduce carbon emissions.
                    <sup>
                        <xref ref-type="bibr" rid="ref19">19</xref>
                    </sup> By enabling low-carbon heating, thermal energy storage effectively mitigates the temporal mismatch between variable renewable energy generation and household demand. This capability enhances overall system efficiency, improves reliability, and supports the broader transition toward sustainable energy infrastructures.
                    <sup>
                        <xref ref-type="bibr" rid="ref20">20</xref>
                    </sup> TES has become key for ensuring reliable and uninterrupted energy supply across diverse areas, ranging from building systems to large-scale power generation, however, use of TES remains limited.
                    <sup>
                        <xref ref-type="bibr" rid="ref21">21</xref>,
                        <xref ref-type="bibr" rid="ref22">22</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec3">
                <title>1.2 Role of TES in decarbonization and grid stability</title>
                <p>Carbon dioxide emissions are a foremost contributor to global warming and represent a critical challenge that must be addressed by the current generation.
                    <sup>
                        <xref ref-type="bibr" rid="ref23">23</xref>
                    </sup> Transition from fossil fuel to renewable energy extremely a cornerstone strategy for reducing carbon emission and advancing sustainable electricity generation, at the same time it improve long-term energy security and global climate objectives.
                    <sup>
                        <xref ref-type="bibr" rid="ref24">24</xref>,
                        <xref ref-type="bibr" rid="ref25">25</xref>
                    </sup> Reducing carbon emissions in the power sector is essential for sustainable development, and while renewable sources provide cleaner alternatives to fossil fuels, their intermittency necessitates the use of long-duration energy storage systems to stabilize supply-demand fluctuations and ensure grid reliability.
                    <sup>
                        <xref ref-type="bibr" rid="ref26">26</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec4">
            <title>2. Main thermal energy storage classifications</title>
            <p>Thermal energy storage technologies are conventionally divided into three principal categories: sensible heat storage, latent heat storage, and thermochemical energy storage (
                <xref ref-type="fig" rid="f1">
Figure 1</xref>). These classifications based on distinct principles and applications; and utilizing different physical or chemical properties to capture and release thermal energy effectively; and making them indispensable for temperature management across a wide range of applications.
                <sup>
                    <xref ref-type="bibr" rid="ref27">27</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref29">29</xref>
                </sup>
            </p>
            <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                <label>
Figure 1. </label>
                <caption>
                    <title>TES classification schematic.</title>
                    <p>Diagram illustrating the three principal categories of thermal energy storage: sensible heat storage (SHS), latent heat storage (LHS), and thermochemical energy storage (TCES), with their operating principles and application contexts.</p>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_figure1.gif"/>
            </fig>
            <sec id="sec5">
                <title>2.1 Sensible Heat Storage (SHS)</title>
                <p>SHS stores and releases thermal energy by increasing or decreasing the temperature of a material and relying on its specific heat capacity without undergoing a phase change. It is more cost-effective and easier to implement than latent heat energy storage and thermochemical energy Storage, though its lower energy density necessitates larger material volumes for equivalent energy storage.
                    <sup>
                        <xref ref-type="bibr" rid="ref13">13</xref>,
                        <xref ref-type="bibr" rid="ref30">30</xref>
                    </sup> Sensible heat energy storage commonly utilizes water, molten salts, and rocks as storage media (see 
                    <xref ref-type="table" rid="T1">
Table 1</xref>). Each material provides unique benefits: water is low-cost and widely available, molten salts offer high thermal stability and suitability for elevated temperature ranges, while rocks enable scalability and robustness for large-scale applications.
                    <sup>
                        <xref ref-type="bibr" rid="ref30">30</xref>,</sup>
                    <xref ref-type="bibr" rid="ref31">
                        <sup>31</sup>
                    </xref>
                </p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Common sensible TES materials.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Material</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Specific heat (J/kg&#x00b7;K)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Operating Temp. range (&#x00b0;C)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Properties</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Water</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">~ 4186</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0-100</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High heat capacity, low cost</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Molten salt</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">~ 1500</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200-600</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Used in CSP plants</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rocks/Gravel</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">~ 800&#x2013;1000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">up to 1500</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Inexpensive, good for large scale</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Concrete</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">~ 800</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">up to 400</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Durable structure integration</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Properties of typical sensible heat storage media including water, molten salts, rocks, and concrete, with specific heat values, operating temperature ranges, and key attributes.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>Configuration of a TES is an essential element to optimize the over all performance of system. And configurations of Sensible Heat Storage can exist in different forms as follows:
                    <list list-type="alpha-upper">
                        <list-item>
                            <label>A.</label>
                            <p>

                                <bold>Tank-based systems:</bold> Thermal energy storage systems utilize insulated reservoirs to store fluids such as water or molten salts. Owing to their high scalability, straightforward design, and broad applicability, they are widely employed in solar thermal energy systems, particularly for large-scale power generation and industrial heating applications.
                                <sup>
                                    <xref ref-type="bibr" rid="ref32">32</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>B.</label>
                            <p>

                                <bold>Packed-bed systems:</bold> Solid materials such as rocks (or ceramic) can be arranged in a packed bed, through which a heat transfer fluid typically air, oil, or water which circulates to charge or discharge thermal energy. It is an Ideal for high-temperature and large-scale storage.
                                <sup>
                                    <xref ref-type="bibr" rid="ref33">33</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>C.</label>
                            <p>

                                <bold>Underground thermal energy storage (UTES):</bold> It includes borehole thermal energy storage and aquifer thermal energy storage; and enable large-scale and long-duration storage for heating and cooling applications.
                                <sup>
                                    <xref ref-type="bibr" rid="ref34">34</xref>
                                </sup>
                            </p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec6">
                <title>2.2 Latent Heat Storage (LHS)</title>
                <p>As shown in 
                    <xref ref-type="table" rid="T2">
Table 2</xref>, LHS systems use materials like salt hydrates, ice, polyethelen glycol and paraffins that absorb and release heat during phase changes, offering high energy density and stable temperature operation,
                    <sup>
                        <xref ref-type="bibr" rid="ref35">35</xref>,
                        <xref ref-type="bibr" rid="ref36">36</xref>
                    </sup> making them effective for handling temperature and energy in thermal applications
                    <sup>
                        <xref ref-type="bibr" rid="ref37">37</xref>
                    </sup> and well-suited for compact and stable thermal energy storage, while maintaining nearly constant temperatures.
                    <sup>
                        <xref ref-type="bibr" rid="ref38">38</xref>,
                        <xref ref-type="bibr" rid="ref39">39</xref>
                    </sup> But their inherently low thermal conductivity limits heat exchange efficiency, and to address this, PCMs incorporating carbon-based 3D structures have emerged as promising solutions to improve thermal performance and system responsiveness.
                    <sup>
                        <xref ref-type="bibr" rid="ref40">40</xref>&#x2013;
                        <xref ref-type="bibr" rid="ref42">42</xref>
                    </sup>
                </p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Properties of PCMs for latent heat storage.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">PCM type</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Carbon frame work</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Key benefits</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Paraffin wax</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Expanded graphite</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High conductivity, low leakage</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PEG (polyethylene glycol)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Graphene aerogel</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Light weight, stable structure</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Stearic acid</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Carbon nanotube sponge</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Enhancing thermal cycling stability</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Comparison of phase change materials (PCMs) such as paraffin wax, polyethylene glycol, and stearic acid, with carbon frameworks used to enhance thermal conductivity and cycling stability.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>Enhancing thermal conductivity, optimizing system design, and integrating sustainability are essential strategies to improve the performance and cost-efficiency of LHS storage systems.
                    <list list-type="alpha-upper">
                        <list-item>
                            <label>A.</label>
                            <p>

                                <bold>Thermal conductivity enhancement technique:</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>Nano-enhanced PCMs (or Incorporating nanoparticles) such as 
                    <italic toggle="yes">carbon nanotubes, graphene, or metal oxides and biochar</italic> can improve their thermal conductivity and structural integrity during energy storage cycles.
                    <sup>
                        <xref ref-type="bibr" rid="ref43">43</xref>,
                        <xref ref-type="bibr" rid="ref44">44</xref>
                    </sup>

                    <list list-type="alpha-upper">
                        <list-item>
                            <label>B.</label>
                            <p>

                                <bold>Design innovation:</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>Encapsulation is a technique employed to contain and safeguard PCMs within a protective shell or enclosure. This method prevents direct contact with the external environment and avoids leakage during the PCMs transition from solid to liquid.
                    <sup>
                        <xref ref-type="bibr" rid="ref45">45</xref>,
                        <xref ref-type="bibr" rid="ref46">46</xref>
                    </sup>
                    <list list-type="alpha-upper">
                        <list-item>
                            <label>C.</label>
                            <p>

                                <bold>Sustainability consideration:</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>Sustainable phase change material (PCM) selection is critical for identifying storage media that achieve an optimal balance among thermal performance, environmental sustainability, and cost-effectiveness. While, LHS system have a convincing solution for renewable energy storage, overcoming the thermal conductivity limitations of PCMs remains crucial.
                    <sup>
                        <xref ref-type="bibr" rid="ref47">47</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec7">
                <title>2.3 Thermochemical Energy Storage (TCES)</title>
                <p>TCES captures and releases heat through reversible chemical reactions, and it offering high energy density and long-duration storage potential.
                    <sup>
                        <xref ref-type="bibr" rid="ref48">48</xref>
                    </sup> As hown in 
                    <xref ref-type="table" rid="T3">
Table 3</xref>, It is highly efficient for long-term energy storage because it stores heat in chemical bonds and recovers it through reversible reactions when needed.
                    <sup>
                        <xref ref-type="bibr" rid="ref49">49</xref>&#x2013;
                        <xref ref-type="bibr" rid="ref51">51</xref>
                    </sup> TCES materials capture and discharge heat through reversible chemical or sorption reactions, providing high energy capacity and enabling durable storage for industrial and renewable energy applications.
                    <sup>
                        <xref ref-type="bibr" rid="ref52">52</xref>
                    </sup> Unlike sensible or latent heat storage, TCES can preserve energy for long durations with minimal losses, making it suitable for seasonal and high-temperature applications.
                    <sup>
                        <xref ref-type="bibr" rid="ref51">51</xref>
                    </sup>
                </p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Classification of thermochemical TES systems.
                            <sup>
                                <xref ref-type="bibr" rid="ref53">53</xref>&#x2013;
                                <xref ref-type="bibr" rid="ref55">55</xref>
                            </sup>
                        </title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top"/>
                                <th align="left" colspan="2" rowspan="1" valign="top">Thermochemical TES</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sorption-based system</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Chemical reaction-based systems</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Process</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">These systems use 
                                    <bold>adsorption or absorption</bold> processes where a sorbate (e.g., water vapor) interacts with a solid or liquid sorbent.
                                    <break/>

                                    <bold>Adsorption:- water vapor is captured on the surface of porous solids including zeolites, silica gel, and metal&#x2013;organic frameworks.</bold>

                                    <break/>

                                    <bold>Absorption:- dissolves water vapor into a liquid sorbent, typically salts (such as lithium bromide or calcium chloride).</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Operates through reversible chemical reactions, such as hydration&#x2013;dehydration and oxidation&#x2013;reduction, enabling efficient heat storage and release for long-duration applications.
                                    <break/>

                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Calcium oxide (CaO) &#x2194; Calcium hydroxide (Ca (OH)
                                                    <sub>2</sub>)</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Magnesium oxide (MgO) &#x2194; Magnesium hydroxide (Mg (OH)
                                                    <sub>2</sub>)</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Metal hydrides and nitrates</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Advantage</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>It operate at low to moderate temperatures; Suitable for building heating/cooling and solar thermal systems; Reversible and cyclic with minimal degradation</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>High energy density; Long-term storage without heat loss; Suitable for industrial waste heat recovery and solar power plants</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Challenge</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Limited energy density compared to chemical systems; Sensitivity to humidity and ambient conditions</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Complex reactor design; Material stability and reaction kinetics; Cost and scalability</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Overview of sorption-based and chemical reaction-based TES systems, describing processes, advantages, and challenges for long-duration energy storage.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec8">
                <title>2.4 Hybrid TES</title>
                <p>As shown in 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>, hybrid TES systems broadly adopted across sectors like buildings, industry, solar power, and district energy networks to improve energy efficiency, energy density, thermal efficiency, flexibility, responsiveness to changing operational demands, and renewable integration.
                    <sup>
                        <xref ref-type="bibr" rid="ref56">56</xref>,
                        <xref ref-type="bibr" rid="ref57">57</xref>
                    </sup>
                </p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Hybrid TES configurations and applications.</title>
                        <p>Illustration of hybrid TES systems that integrate sensible, latent, and thermochemical mechanisms to enhance energy density, operational flexibility, and responsiveness across building, industrial, and solar power applications.</p>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_figure2.gif"/>
                </fig>
                <p>It integrates sensible, latent, and thermochemical mechanisms to enhance energy density, operational flexibility, and responsiveness to variable energy demands in multiple sectors.
                    <sup>
                        <xref ref-type="bibr" rid="ref58">58</xref>&#x2013;
                        <xref ref-type="bibr" rid="ref60">60</xref>
                    </sup> TES selection depends on operating temperature, storage duration, and spatial limitations, and each selection influencing system design and performance (see 
                    <xref ref-type="table" rid="T4">
Table 4</xref>). Selecting the right TES system requires aligning the technology with the specific thermal demands and the conditions in which it will operate.
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>,
                        <xref ref-type="bibr" rid="ref62">62</xref>,
                        <xref ref-type="bibr" rid="ref64">64</xref>
                    </sup>
                </p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Comparison of TES by material and applications.
                            <sup>
                                <xref ref-type="bibr" rid="ref61">61</xref>
                            </sup>
                        </title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="2" valign="top"/>
                                <th align="left" colspan="4" rowspan="1" valign="top">Types of TES</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">SHS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">LHS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">TCS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">HYBRID system</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mechanism</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Stored energy by increasing the material&#x2019;s temperature.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Stored energy during phase change (e.g., melting or freezing) of a material.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Stored energy through reversible chemical reactions.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Combine two or more TES methods (e.g., sensible + latent).</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Material used</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Water, molten salts, rocks, sand, concrete</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Paraffin wax, salt hydrates, fatty acids</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Metal oxides, salts, and hydroxides</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Advanced renewable energy integration (PV, biomass, and heat pumps)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Application areas</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Solar thermal power plant, District heating system, or Industrial process</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Building HVAC system, refrigeration and cooling, solar cooking and water heating.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Long-duration and seasonal storage; Industrial heat recovery; Solar thermal systems</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Optimized performance, tailored energy profiles.</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Advantages</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Simple design, low cost, and widely used</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">HED, stable temperature during phase change</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Very HED, long-term storage without losses.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Performance improvement and cost minimization</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Limitations</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lower energy density compared to other types</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Material degradation, cost of PCMs</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Complex system design, limited commercial deployment.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High initial investment and complexity</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Temperature stability</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Low-medium
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Medium-high
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Very high</td>
                                <td align="left" colspan="1" rowspan="3" valign="top">Varies depending on design and application.</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Scalability</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Medium</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Medium</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ideal use cases</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CSP plants, industrial heat recovery</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Building HVAC, solar cooking, electronics</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Seasonal storage and off -grid energy supply</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Comparative analysis of SHS, LHS, TCES, and hybrid TES systems, including mechanisms, materials, application areas, advantages, limitations, scalability, and ideal use cases.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec9">
            <title>3. Application areas of thermal energy storage</title>
            <sec id="sec10">
                <title>3.1 TES in solar thermal systems (e.g., CSP)</title>
                <p>Solar energy is an essential resource in daily life, and applied for home heating, hot water supply, and solar cooking purposes (
                    <xref ref-type="fig" rid="f3">
Figure 3</xref>). The inherent variability of solar energy, driven by weather conditions and diurnal cycles, necessitates reliable energy storage systems to guarantee the consistent and efficient operation of solar infrastructure. In regions with high Direct Normal Irradiance (DNI), CSP plants benefit significantly from TES systems by ensuring a stable and continuous power output, even after sunset, thereby improving the reliability and efficiency of solar energy generation.
                    <sup>
                        <xref ref-type="bibr" rid="ref65">65</xref>,
                        <xref ref-type="bibr" rid="ref66">66</xref>
                    </sup>
                </p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Application areas of TES in solar thermal, building HVAC, and industrial systems.</title>
                        <p>Schematic representation of TES deployment in concentrated solar power plants, building heating/cooling systems, and industrial waste heat recovery, highlighting their role in improving efficiency and reliability.</p>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_figure3.gif"/>
                </fig>
            </sec>
            <sec id="sec11">
                <title>3.2 TES in building HVAC and district heating</title>
                <p>For heating and cooling application, TES typically operates at low temperatures&#x2014;close to ambient conditions&#x2014;and relies on sensible or latent heat storage methods and supports flexiblity and building efficiency and energy management,
                    <sup>
                        <xref ref-type="bibr" rid="ref37">37</xref>
                    </sup> reduces the need for multiple refrigeration units and alleviates pressure on the electrical grid. Incorporating thermal energy storage into energy infrastructures improves efficiency, mitigates greenhouse gas emissions, and accelerates the transition toward sustainable and resilient energy systems.</p>
            </sec>
            <sec id="sec12">
                <title>3.3 TES for industrial waste heat recovery</title>
                <p>Waste heat recovery is an effective approach for improving the efficiency of thermal system and lowering overall energy use. By capturing heat energy released from industrial processe and power generation, TES operate more efficiently, reducing fuel demand and lowering operating cost of the industry, and this approach contributes to the reduction of greenhouse gas emission.
                    <sup>
                        <xref ref-type="bibr" rid="ref63">63</xref>,
                        <xref ref-type="bibr" rid="ref67">67</xref>,
                        <xref ref-type="bibr" rid="ref68">68</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec13">
                <title>3.4 Hybrid systems: TES + batteries or hydrogen</title>
                <p>

                    <italic toggle="yes">TES</italic> with 
                    <italic toggle="yes">electrochemical (batteries) or chemical (hydrogen)</italic> storage technologies are gaining traction as advanced solutions for balancing renewable energy supply and demand. Batteries manage rapid fluctuation, while TES shifts thermal loads over longer duration, reducing electricity demand and enhancing system resilience. Hydrogen empowers long-duration, seasonal energy storage, and mantain decarbonization across heating and electricity sectors; and provides a practical solution for energy supply in off-grid or remote contexts. By integrating diverse storage technologies, these systems capitalize on the unique advantages of each type, thereby enhancing performance across varying timescale and application context.
                    <sup>
                        <xref ref-type="bibr" rid="ref69">69</xref>,
                        <xref ref-type="bibr" rid="ref70">70</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec14">
            <title>4. Performance metrics and environmental analysis</title>
            <sec id="sec15">
                <title>4.1 Energy density, efficiency, thermal conductivity</title>
                <p>Energy density, efficiency, and thermal conductivity are critical parameters in evaluating and selecting TES materials for various applications (see 
                    <xref ref-type="table" rid="T5">
Table 5</xref>).</p>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>
Table 5. </label>
                    <caption>
                        <title>Key performance metrics of TES materials.
                            <sup>
                                <xref ref-type="bibr" rid="ref71">71</xref>,
                                <xref ref-type="bibr" rid="ref72">72</xref>
                            </sup>
                        </title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Property</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Definition</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Typical range</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Importance</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Energy density</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Amount of energy stored per unit volume or mass (kJ/kg or MJ/m3)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Sensible heat: 50-150 kJ/kg</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Latent heat (PCMS): 150-250 kJ/kg</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>TCS: 250-1200 kJ/kg</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Higher energy density allows more compact and efficient storage systems</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Efficiency</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ratio of energy recovered to energy stored, considering losses</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Sensible: 70-90 %</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Latent: 75-95 %</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>TCS: 50-90 %</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Determines how much usable energy is recovered, affected by insulation, cycling and material stability</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Thermal conductivity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rate at which heat flows through the material (W/m.K)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Water: -0.6; Paraffin: -0.2</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Salt hydrates: 0.5-10</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2713;</label>
                                                <p>Graphite enhanced PCMS: &gt;5.0</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High conductivity improves charging/discharging rates and system responsiveness</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Summary of energy density, efficiency, and thermal conductivity ranges for different TES technologies, with notes on their importance for system design and responsiveness.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec16">
                <title>4.2 Environmental impact and recyclability</title>
                <p>TES has lower environmental impact and higher recyclability compared to electrochemical batteries, especially when using natural or abundant materials like water, rocks, or molten salts.
                    <sup>
                        <xref ref-type="bibr" rid="ref73">73</xref>,
                        <xref ref-type="bibr" rid="ref74">74</xref>
                    </sup> TES used 
                    <bold>non-toxic, abundant materials</bold> such as water, sand, concrete, or molten salts (e.g., NaNO
                    <sub>3</sub>/KNO
                    <sub>3</sub>). Unlike lithium-ion batteries, thermal energy storage systems circumvent dependence on mining-intensive materials such as lithium, cobalt, and nickel. This distinction positions TES as a more sustainable and resource-efficient solution for large-scale energy storage, particularly in contexts where material scarcity and environmental impacts are critical concerns.
                    <sup>
                        <xref ref-type="bibr" rid="ref75">75</xref>
                    </sup> TES systems (especially sensible heat storage) require 
                    <bold>larger physical volumes</bold> but minimal water use and no hazardous waste.</p>
            </sec>
        </sec>
        <sec id="sec17">
            <title>5. Recent developments and case studies</title>
            <sec id="sec18">
                <title>5.1 Pilot projects in America, Europe, China, and Africa</title>
                <p>America, Europe, China, and Africa have launched several pilot-scale CSP projects with TES, focusing on innovation, grid integration, and sustainable development as shown in 
                    <xref ref-type="table" rid="T6">
Table 6</xref>.</p>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>
Table 6. </label>
                    <caption>
                        <title>TES pilot projects around the world.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Country</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Project/institution</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Technology</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="5" valign="top">America</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Enduring by NREL</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Superheated sand, stores heat at temperatures up to 1200&#x00b0;C and delivers 135 MW for 5 days</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Antora energy</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Carbon blocks resistant to heating, which convert renewable electricity into heat for industrial use</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rondo Energy: brick-based heat storage</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Targets decarbonization of industrial heat; scalable to GWh levels</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Xcel energy TES pilot</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ice based cooling storage, reduces peak electricity demand in building</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Oak Ridge national lab PCM project</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Salt hydrate phase change materials, enhances building HVAC efficiency</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="3" valign="top">China</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Delingha CSP plant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Parabolic trough with molten salt thermal energy storage (TES)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Dunhuang tower plant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Solar tower with molten salt TES for performance testing</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yumen xinneng tower</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Enabled 24-hour solar generation</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Spain</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CAPTure, MOSAIC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Molten salt, thermochemical TES for modular CSP</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Germany</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">DLR institute</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TCES using metal oxides and reversible reaction</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Italy</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">STAGE-STE (ENEA)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TES integration in small scale CSP for Mediterranean</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">France</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PROMES-CNRS
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High-temperature ceramic TES for solar tower experiments</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Morocco</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">NOOR Ouarzazate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Molten salt TES; began with pilot testing via MASEN</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">South Africa</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Khi Solar One, Kathu Park</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">TES for dispatchability and grid stability</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Tunisia/Egypt</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">EU-collaboration pilots</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hybrid CSP-PV with TES for rural and semi-grid zones</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>List of representative TES demonstration projects in America, Europe, China, and Africa, detailing institutions, technologies, and deployment contexts.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec19">
                <title>5.2 TES in off-grid and rural applications</title>
                <p>TES technologies are increasingly recognized as low-cost, low-tech alternatives to conventional energy systems in off-grid and rural settings. In rural communities, TES can be deployed across multiple sectors: for clean cooking and food preservation, solar-assisted crop drying and agro-processing, decentralized water purification, community-level heating and cooling, and small-scale industrial uses such as brick-making, dairy processing, or textile production. By bridging the gap between renewable generation and end-use needs, TES offers a pragmatic pathway for sustainable development in resource-constrained environments, particularly where conventional electrification remains economically or technically unfeasible.
                    <sup>
                        <xref ref-type="bibr" rid="ref60">60</xref>,
                        <xref ref-type="bibr" rid="ref92">92</xref>&#x2013;
                        <xref ref-type="bibr" rid="ref94">94</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec20">
                <title>5.3 Smart TES systems with AI-based control</title>
                <p>Artificial intelligence in thermal energy storage system marks an important step forward in energy management. Smart thermal energy storage systems employ predictive control, real-time monitoring, and advanced optimization algorithms to enhance the efficiency of charging and discharging cycles. This intelligent management framework improves operational flexibility, reduces energy losses, and supports seamless integration with renewable energy sources. As shown in 
                    <xref ref-type="fig" rid="f4">
Figure 4</xref>, through dynamic response to demand variations and coordinated operation with photovoltaic systems, batteries, and grid signals, these technologies enhance operational flexibility, improve system efficiency, and strengthen overall grid resilience.
                    <sup>
                        <xref ref-type="bibr" rid="ref76">76</xref>,
                        <xref ref-type="bibr" rid="ref77">77</xref>
                    </sup>

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Load prediction and optimization</bold>: AI forecast thermal demand based on weather, occupancy, historical usage, enabling preemptive charging during low-cost or surplus energy periods.
                                <sup>
                                    <xref ref-type="bibr" rid="ref76">76</xref>,
                                    <xref ref-type="bibr" rid="ref78">78</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Dynamic control strategies</bold>: Smart TES system adjust operation in real-time to respond to grid signal, variability in renewable generation, or time-of-use pricing.
                                <sup>
                                    <xref ref-type="bibr" rid="ref79">79</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Fault detection mechanism and diagnostic</bold>: Continuous monitoring of TES system performance allows early identification of irregularities and timely corrective actions. The adoption of proactive management strategies minimizes system downtime, reduces maintenance expenditures, and enhances overall reliability, thereby ensuring more efficient and resilient operation across diverse energy infrastructures.
                                <sup>
                                    <xref ref-type="bibr" rid="ref77">77</xref>,
                                    <xref ref-type="bibr" rid="ref78">78</xref>,
                                    <xref ref-type="bibr" rid="ref80">80</xref>
                                </sup>
                            </p>
                        </list-item>
                    </list>
                </p>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>AI-controlled TES flow chart for smart energy management.</title>
                        <p>Flow chart showing predictive control, dynamic response, and fault detection mechanisms in AI-enhanced TES systems, demonstrating improved grid integration and operational efficiency.</p>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_figure4.gif"/>
                </fig>
            </sec>
            <sec id="sec21">
                <title>5.4 Industrial and building applications</title>
                <p>AI-enhanced TES systems in manufacturing and smart buildings improve grid responsiveness and energy efficiency.
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Manufacturing plant</bold>: AI-controlled TES enables plant-level grid response, shifting thermal loads to off-peak hours and reducing peak demand charges.
                                <sup>
                                    <xref ref-type="bibr" rid="ref77">77</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Smart building</bold>: The integration of intelligent thermal energy storage within building management systems facilitates optimized control of heating, ventilation, and air conditioning. This coordinated approach improves indoor comfort, enhances energy efficiency, and supports the development of smarter, more sustainable building operations aligned with modern energy and climate objectives.
                                <sup>
                                    <xref ref-type="bibr" rid="ref78">78</xref>,
                                    <xref ref-type="bibr" rid="ref81">81</xref>
                                </sup>
                            </p>
                        </list-item>
                    </list>
                </p>
            </sec>
        </sec>
        <sec id="sec22">
            <title>6. Challenges and limitations</title>
            <sec id="sec23">
                <title>6.1 Material degradation and thermal losses</title>
                <p>TES systems experience material degradation and thermal losses over time, but these effects vary significantly by storage medium and operating conditions. A synergistic strategy that integrates meticulous material selection with optimized system design provides a robust framework for overcoming current limitations and significantly extending the operational lifespan of thermal energy storage systems. This holistic approach enhances performance, ensures long-term reliability, and strengthens the role of TES in sustainable energy infrastructures.
                    <sup>
                        <xref ref-type="bibr" rid="ref82">82</xref>,
                        <xref ref-type="bibr" rid="ref83">83</xref>
                    </sup>

                    <list list-type="alpha-upper">
                        <list-item>
                            <label>A.</label>
                            <p>

                                <bold>Material degradation in TES systems</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>Molten salt systems, commonly used in CSP applications, face degradation through thermal decomposition, corrosion of containment materials, and nitrate breakdown above 550 &#x00b0;C; these issues can be mitigated by using corrosion-resistant alloys and chemical additives to stabilize salt composition, enabling a lifespan of 20&#x2013;30 years with proper maintenance. Solid storage media&#x2014;including concrete, rocks, and ceramics&#x2014;are noted for their durability, especially when applied in low- to moderate-temperature thermal energy systems.
                    <sup>
                        <xref ref-type="bibr" rid="ref84">84</xref>,
                        <xref ref-type="bibr" rid="ref85">85</xref>
                    </sup>

                    <list list-type="alpha-upper">
                        <list-item>
                            <label>B.</label>
                            <p>

                                <bold>Thermal losses</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>Heat losses mainly through conduction and convection across insulation materials and structural boundaries. At elevated operating temperatures, especially in concentrated solar power (CSP) applications, radiative losses also become a dominant factor, and can be effectively reduced through the application of reflective surface coatings or by employing vacuum-based insulation technologies. Well-insulated TES tanks generally maintain very low heat energy losse, often below 1% per day. In contrast, high-temperature CSP systems can increase losses upto 3% per day if insulation and system design are not adequately optimized.
                    <sup>
                        <xref ref-type="bibr" rid="ref84">84</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec24">
                <title>6.2 Cost and scalability barriers</title>
                <p>The limitations of thermal energy storage systems are frequently associated with material requirements, infrastructure demands, and integration complexities, which collectively constrain large-scale deployment and long-term reliability. These challenges, however, are highly context-specific and can be alleviated through modular design strategies and the deployment of hybrid energy systems.
                    <sup>
                        <xref ref-type="bibr" rid="ref76">76</xref>
                        <bold>,</bold>
                    </sup>
                    <xref ref-type="bibr" rid="ref82">
                        <sup>82</sup>
                    </xref>
                    <list list-type="alpha-upper">
                        <list-item>
                            <label>A.</label>
                            <p>

                                <bold>Cost barriers</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>TES systems encounter significant economic challenges that hinder large-scale adoption. Particularly for molten salt and phase-change technologies that demand specialized infrastructure combined with site-specific engineering needs substantial financial barriers.
                    <sup>
                        <xref ref-type="bibr" rid="ref86">86</xref>
                    </sup>

                    <list list-type="alpha-upper">
                        <list-item>
                            <label>B.</label>
                            <p>

                                <bold>Scalability barriers</bold>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>TES systems encounter significant deployment barriers, primarily stemming from their extensive spatial footprint, the intricate requirements of coupling with diverse heat sources and end-use applications, and the absence of standardized components. These factors collectively constrain scalability, complicate system integration, and escalate engineering and capital costs, thereby limiting widespread adoption.</p>
            </sec>
            <sec id="sec25">
                <title>6.3 Integration with existing infrastructure</title>
                <p>TES can be integrated into existing infrastructure effectively, especially in industrial, district heating, and solar thermal systems, but challenges remain in retrofitting complex, control requirements for interfacing with management systems, and thermal compatibility limitations that limit deployment in retrofitted or high-temperature industrial environments.
                    <sup>
                        <xref ref-type="bibr" rid="ref87">87</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec26">
            <title>7. Future outlook</title>
            <sec id="sec27">
                <title>7.1 Emerging materials and long-duration storage</title>
                <p>Emerging TES technologies using solid and liquid media offer HED and long-duration storage, supporting renewable integration and industrial decarbonization. And innovative systems like 
                    <italic toggle="yes">moving-particle solid storage</italic> use gravity-driven high-temperature particles in insulated silos can minimizing auxiliary power needs. Material innovation is a pivotal tool to advance future cost-effectiveness and performance in sustainable energy systems, positioning TES as a cornerstone technology in the global transition toward resilient, low-carbon infrastructures.
                    <sup>
                        <xref ref-type="bibr" rid="ref60">60</xref>,
                        <xref ref-type="bibr" rid="ref88">88</xref>
                    </sup> Some of the listed emerging materials in TES are discussed as follows:

                    <list list-type="roman-upper">
                        <list-item>
                            <label>I.</label>
                            <p>

                                <bold>Thermochemical materials (TCMs)</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Store energy via reversible chemical reactions (e.g., metal oxides, hydroxides, salts).</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Offer 
                                        <italic toggle="yes">very HED</italic> and 
                                        <italic toggle="yes">negligible thermal losses</italic> during storage.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Suitable for 
                                        <italic toggle="yes">long-duration storage</italic> (10+ hours for seasonal) and 
                                        <italic toggle="yes">high-temperature applications</italic> (500&#x2013;1000&#x00b0;C).</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>II.</label>
                            <p>

                                <bold>Advancement of Phase Change Materials</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Composition: Salt hydrate, metal alloy, and hybrid organic and inorganic composites.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Enhancements: Performance is improved through encapsulation techniques and the incorporation of nanoparticles or graphene-based additives, which enhance thermal conductivity and long-term stability.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>Applications: Particularly suited for building-integrated TES, solar thermal systems, and low- to mid-temperature industrial processes, where reliable and recyclable energy storage is critical.</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>III.</label>
                            <p>

                                <bold>High-Temperature Ceramics and Composites</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>

                                        <bold>Applications:</bold> Commonly employed in sensible heat storage, with representative materials including alumina, silicon carbide, and engineered concrete blends.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>

                                        <bold>Performance:</bold> These materials can withstand repeated thermal cycling and operation at extreme temperatures; and providing long-term durability and reliable performance.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x2022;</label>
                                    <p>

                                        <bold>System Benefits:</bold> Facilitate the development of modular and scalable TES architectures, particularly suited for industrial processes and CSP applications.</p>
                                </list-item>
                            </list>
                        </list-item>
                    </list>
</p>
            </sec>
            <sec id="sec28">
                <title>7.2 Role in seasonal storage and climate adaptation</title>
                <p>TES can be used in seasonal energy storage and climate adaptation by enabling long-duration heat retention, balancing renewable supply-demand mismatches, and enhancing resilience in heating and cooling systems.
                    <sup>
                        <xref ref-type="bibr" rid="ref89">89</xref>
                    </sup>

                    <list list-type="alpha-upper">
                        <list-item>
                            <label>A.</label>
                            <p>

                                <bold>Role in Seasonal Storage</bold>
                            </p>
                            <list list-type="roman-upper">
                                <list-item>
                                    <label>I.</label>
                                    <p>

                                        <bold>Long-duration heat retention:</bold>
                                    </p>
                                    <p>TES systems, like underground pit storage, aquifer storage, and large-scale water tanks, can store thermal energy for weeks to months, making them ideal for seasonal heating in cold climates.</p>
                                </list-item>
                                <list-item>
                                    <label>II.</label>
                                    <p>

                                        <bold>Renewable energy balancing:</bold>
                                    </p>
                                    <p>TES helps smooth out seasonal fluctuations and enables load shifting and peak shaving, reducing reliance on fossil fuels during high-demand periods.</p>
                                </list-item>
                                <list-item>
                                    <label>III.</label>
                                    <p>

                                        <bold>Integration with hybrid system:</bold>
                                    </p>
                                    <p>Integrating thermal energy storage with complementary technologies&#x2014;including heat pumps, photovoltaic systems, and biomass resources&#x2014;establishes a dynamic balance between energy supply and demand across multiple temporal scales. This synergistic configuration improves system flexibility, reinforces resilience, and accelerates the transition toward sustainable and reliable energy infrastructures. And enhance overall system flexibility, supports sector coupling, and accelerates pathways to deep decarbonization in both industrial and community energy infrastructures.</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>B.</label>
                            <p>

                                <bold>Role in Climate Adaptation</bold>
                            </p>
                            <p>TES contributeing to climate resilience by supporting both passive and active cooling during heat waves and delivering efficient heating during cold. By mitigating exposure to extreme temperature fluctuations, it can reduce vulnerability to weather-related stresse and enhance the reliability of energy system under increasingly volatile climatic conditionsand energy security in off-grid and rural areas.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec29">
                <title>7.3 TES in the water&#x2013;food&#x2013;energy nexus</title>
                <p>The interdependence between water, food, and energy systems has become a central theme in sustainable development. TES technologies present a unique opportunity to reinforce the energy&#x2013;water&#x2013;food nexus by enabling an efficient capture, store, and reuse of thermal energy across multiple essential services (
                    <xref ref-type="fig" rid="f5">
Figure 5</xref>). In water systems, TES can be integrated with solar thermal desalination and purification units to provide clean drinking water in arid and semi-arid regions and supports continuous evaporation&#x2013;condensation cycles even during non-sunlight hours, increasing overall freshwater production.
                    <sup>
                        <xref ref-type="bibr" rid="ref60">60</xref>,
                        <xref ref-type="bibr" rid="ref79">79</xref>,
                        <xref ref-type="bibr" rid="ref90">90</xref>
                    </sup> It also offer valuable applications in agriculture by regulating temperature and humidity in greenhouse to ensure optimal growing conditions while reducing reliance on continuous energy inputs, enabling efficient, low-cost, and sustainable crop drying processes that minimize post-harvest losses, and buffering soil against extreme temperature fluctuations to support root development and extend growing seasons in vulnerable climates.
                    <sup>
                        <xref ref-type="bibr" rid="ref86">86</xref>,
                        <xref ref-type="bibr" rid="ref91">91</xref>
                    </sup>
                </p>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>
Figure 5. </label>
                    <caption>
                        <title>TES for water, food, energy and sustainability.</title>
                    </caption>
                    <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_figure5.gif"/>
                </fig>
                <p>In energy systems, it works synergistically with renewable sources such as solar and wind by providing dispatchable thermal power for heating, cooling, and industrial applications.
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>,
                        <xref ref-type="bibr" rid="ref16">16</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec30">
                <title>7.4 TES for Africa and developing regions</title>
                <p>In rural and semi-urban African communities, access to reliable electricity and clean water remains limited,and this technology can presenting an opportunity for decentralized thermal energy solutions. TES can be constructed using low-cost, locally available materials such as stones, sand, clay bricks, paraffin wax, used engine oil, and agricultural byproducts, and these materials are applicable for both sensible and latent heat storage, thereby improving affordability and making TES technologies accessible to low-income communities while supporting sustainable energy solutions tailored to local contexts. The adoption of thermal energy storage systems reduces reliance on costly imported fuels, including kerosene and diesel, thereby promoting energy security and advancing the transition toward more sustainable energy infrastructures. This transition not only fosters economic empowerment by reducing energy costs but also advances environmental sustainability through lower greenhouse gas emissions and diminished reliance on fossil resources. This combined benefit positions TES as a practical approach for reducing energy poverty and carbon emissions, especially in regions that rely heavily on fuel imports. By highlighting TES within the continent&#x2019;s unique energy and resource contexts, the study emphasizes its potential to drive resilience, affordability, and decarbonization across multiple sectors.
                    <sup>
                        <xref ref-type="bibr" rid="ref90">90</xref>
                    </sup> As shown in 
                    <xref ref-type="table" rid="T7">
Table 7</xref>, TES road map is important to adopt this with in the continent.</p>
                <table-wrap id="T7" orientation="portrait" position="float">
                    <label>
Table 7. </label>
                    <caption>
                        <title>TES roadmap for Africa (2025-2050).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Near-term(2025 &#x2013; 2030)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Mid-term (2030 &#x2013; 2040)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Long-term (2040 &#x2013; 2050)</th>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Building-Scale TES</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(Off-Grid/Rural TES)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
(Climate-Resilient Hybrid TES)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="3" rowspan="1" valign="top">
                                    <graphic id="gr6" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194718/445d5c3a-a587-43a1-9108-4030d6eb4978_Graphical1.gif"/>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Residential TES</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>PCM in buildings</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>HVAC + thermal storage</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Hot water storage tanks</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Smart insulation (PCM walls)</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Community-scale TES</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Solar-powered cooking</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Water purification systems</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Solar food drying</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Agricultural TES (greenhouses)</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Regional climate-resilient TES</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Disaster-resistant housing</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Seasonal underground TES</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>AI-controlled TES networks</p>
                                            </list-item>
                                            <list-item>
                                                <label>&#x2212;</label>
                                                <p>Hydrogen + TES hybrid integration</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GOAL: Energy efficiency in buildings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">GOAL: Energy access in rural areas</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">GOAL: Climate resilience and sustainability</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>This table outlines a strategic roadmap for thermal energy storage (TES) deployment in Africa from 2025 to 2050, highlighting key milestones in technology adoption, policy support, infrastructure development, and integration with renewable energy systems.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec31">
                <title>7.5 TES as a climate adaptation and disaster-resilience tool</title>
                <p>TES systems can play a significant role in climate adaptation and disaster resilience by enabling passive and active control of temperature in vulnerable regions. Thermal energy storage integrated with cooling systems offers a resilient strategy during heat waves by storing cooling capacity at night or during periods of abundant renewable generation, and discharging it during the day to maintain safe indoor temperatures in residential, healthcare, and emergency facilities. Integrating thermal energy storage into building energy systems improves operational efficiency, alleviates peak electricity demand, and safeguards occupants during extreme heat events. This integration not only strengthens resilience but also advances sustainability within the built environment, positioning TES as a critical enabler of climate-responsive and energy-efficient building design.
                    <sup>
                        <xref ref-type="bibr" rid="ref16">16</xref>,
                        <xref ref-type="bibr" rid="ref18">18</xref>
                    </sup> The implementation of thermal energy storage applications strengthens resilience, mitigates reliance on expensive fossil-based fuels, and fosters sustainable living in regions characterized by pronounced temperature variability. By buffering energy supply against climatic extremes, TES contributes to both environmental sustainability and socio-economic stability.
                    <sup>
                        <xref ref-type="bibr" rid="ref60">60</xref>,
                        <xref ref-type="bibr" rid="ref90">90</xref>
                    </sup> In disaster and refugee scenarios, portable TES units can support temporary shelters by maintaining stable indoor temperatures and enabling water purification and food preparation without reliance on grid electricity.
                    <sup>
                        <xref ref-type="bibr" rid="ref79">79</xref>
                    </sup> Combing with mobile solar systems, TES can form rapid-deployment and self-sustaining survival energy stations,
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>,
                        <xref ref-type="bibr" rid="ref90">90</xref>
                    </sup> it can be recognized not only as an energy storage technique but also as a strategic climate resilience technology that strengthens community adaptation and survival capacity under extreme conditions.
                    <sup>
                        <xref ref-type="bibr" rid="ref91">91</xref>
                    </sup>
                </p>
            </sec>
            <sec id="sec32">
                <title>7.6 Framework for TES technology selection</title>
                <p>To support practical deployment, this study introduces a decision-making framework for TES system selection, which transforms the review into an actionable engineering guide. The selection of TES type is based on the following key parameters
                    <sup>
                        <xref ref-type="bibr" rid="ref91">91</xref>
                    </sup>:

                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>

                                <bold>Operating temperature range</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Low (0&#x2013;80&#x00b0;C) &#x2192; Phase Change Materials/Water storage</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Medium (80&#x2013;300&#x00b0;C) &#x2192; Molten salts, oil-based TES</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>High (&gt;300&#x00b0;C) &#x2192; Thermochemical or ceramic/sand systems</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>

                                <bold>Storage duration</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Short-term (minutes&#x2013;hours) &#x2192; Latent heat storage</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Medium-term (hours&#x2013;days) &#x2192; Sensible or hybrid TES</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Long-term (weeks&#x2013;months) &#x2192; Thermochemical or underground TES</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>

                                <bold>Space availability</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Limited space &#x2192; High energy-density PCM/TCS</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Large space &#x2192; Water tanks or packed-bed systems</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>4.</label>
                            <p>

                                <bold>Cost constraint</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Low budget &#x2192; Natural materials (rocks, water, sand)</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>High budget &#x2192; Advanced PCM/TCS systems</p>
                                </list-item>
                            </list>
                        </list-item>
                        <list-item>
                            <label>5.</label>
                            <p>

                                <bold>Climate and location</bold>
                            </p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Hot/arid &#x2192; Solar-driven TES + desalination</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Cold regions &#x2192; District heating + seasonal TES</p>
                                </list-item>
                            </list>
                        </list-item>
                    </list>
</p>
            </sec>
        </sec>
        <sec id="sec33">
            <title>8. Conclusion and recommendation</title>
            <sec id="sec34">
                <title>8.1 Conclusion</title>
                <p>TES has emerged as a cornerstone technology for enabling sustainable energy transitions by bridging the gap between renewable generation and end-use demand. Its diverse mechanisms&#x2014;sensible, latent, thermochemical, and hybrid&#x2014;offer complementary strengths that can be tailored to specific applications ranging from building comfort and industrial heat recovery to long-duration and seasonal storage. TES not only enhances energy efficiency and grid stability but also contributes to climate resilience by supporting heating and cooling during extreme weather events and enabling decentralized resource management in vulnerable regions. Leveraging low-cost and locally sourced materials enhances the accessibility of thermal energy storage, offering practical pathways for deployment in developing regions where affordability and design simplicity are paramount. Looking ahead, advancing material durability, improving system scalability, and integrating TES into multi-sector frameworks such as the energy&#x2013;water&#x2013;food nexus will be crucial for unlocking its full potential. This review presents thermal energy storage not only as an energy storage option but as a broader enabling technology that supports sustainable development, enhances system resilience, reduces reliance on fossil fuels, and contributes to more equitable energy outcomes in both industrialized and emerging economies.</p>
            </sec>
            <sec id="sec35">
                <title>8.2 Recommendations</title>
                <p>Based on the analysis presented in this review, the following recommendations are proposed:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Material Development</bold>: Advancing the thermal stability, cycling durability, and heat transfer performance of TES materials should be a central focus of future research, especially for applications requiring high-temperature operation and long-duration energy storage.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>System Design and Cost Reduction</bold>: Modular and standardized TES system designs should be promoted to reduce capital costs, simplify installation procedures, and improve scalability across different application scales.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Integration with renewable and hybrid systems:</bold> More emphasis is needed on integrating TES with renewable energy sources, heat pumps, batteries, and hydrogen technologies to improve overall system flexibility and operational performance.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Smart control and monitoring:</bold> The development of advanced control approaches and data-driven monitoring methods is essential for improving charging and discharging control, reducing thermal losses, and extending system lifetime.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Policy and demonstration support:</bold> Supportive policies, pilot and demonstration projects, and targeted financial incentives are required to speed up the commercial adoption of TES technologies, particularly in industrial processes and district energy systems.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Application in Developing Regions</bold>: TES research and deployment strategies should prioritize low-cost, locally sourced materials and decentralized system designs suitable for rural, off-grid, and climate-vulnerable regions.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
        </sec>
    </body>
    <back>
        <sec id="sec38" sec-type="data-availability">
            <title>Data availability</title>
            <p>No new data were generated or analysed in support of this article.</p>
            <sec id="sec39">
                <title>Extended data</title>
                <p>No extended data are associated with this article.</p>
            </sec>
        </sec>
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                    <publisher-name>Springer Nature</publisher-name>;<year>2025</year>; Vol.<volume>47</volume>: pp.<fpage>143</fpage>&#x2013;<lpage>181</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-031-97755-8_7</pub-id>
                </mixed-citation>
            </ref>
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                        <name name-style="western">
                            <surname>Sameti</surname>
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                    <article-title>An off-grid solar district energy system with borehole thermal energy storage: Life cycle assessment in a subarctic region.</article-title>
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                    <year>2024</year>;<volume>91</volume>:<fpage>109576</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.jobe.2024.109576</pub-id>
                </mixed-citation>
            </ref>
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    </back>
    <sub-article article-type="reviewer-report" id="report470276">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.194718.r470276</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Mohamed</surname>
                        <given-names>Mohamed A.</given-names>
                    </name>
                    <xref ref-type="aff" rid="r470276a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r470276a1">
                    <label>1</label>Minia University, Minya, Menia Governorate, Egypt</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>10</day>
                <month>4</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Mohamed MA</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport470276" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.176639.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>This paper reviews that to emphasize individual storage mechanisms, synthesizes technological progress, deployment insights, and regional relevance to establish a framework for selecting and advancing TES solutions that support low-carbon energy transitions, industrial decarbonization, and climate-resilient infrastructure. &#x00a0;The reviewer has the following comments:</p>
            <p> &#x00a0; 
                <list list-type="order">
                    <list-item>
                        <p>In the Abstract, the paper lists a wide range for energy density (50&#x2013;1200 kJ/kg). However, Table 5 specifies that 1200 kJ/kg is the upper limit specifically for Thermochemical Storage (TCS). It is recommended to specify these ranges per technology type in the abstract to avoid misleading the reader on the capabilities of sensible or latent systems.</p>
                    </list-item>
                    <list-item>
                        <p>While the paper categorizes "High Temperature" as &gt;300&#x00b0;C for TCS and ceramic systems , molten salts are noted elsewhere as operating up to 600&#x00b0;C. The manuscript would benefit from a more unified temperature classification scale used consistently across all tables and text.</p>
                    </list-item>
                    <list-item>
                        <p>Section 2.4 and Figure 2 discuss hybrid TES applications, but there is limited technical detail on the integration mechanisms (e.g., series vs. parallel configurations of SHS and LHS). Providing a brief schematic of how these different technologies physically interface would strengthen the "Design Innovation" aspect.</p>
                    </list-item>
                    <list-item>
                        <p>The following recent literature should be considered: Optimal scheduling of mobile energy storage capable of variable speed energy transmission; Energy Storage Capacity Configuration of Wind-Hydrogen Hybrid Systems Considering Electrolyzer Dynamic Efficiency and Thermal Balance; Self-sustaining of post-disaster pelagic island energy systems with mobile multi-energy storages; Fuzzy-controlled energy router with hybrid storage for dynamic urban rail transit power management</p>
                    </list-item>
                    <list-item>
                        <p>Table 6 provides an excellent overview of global pilot projects. However, the transition from these high-tech pilots (like superheated sand at 1200&#x00b0;C) to rural/off-grid applications in Section 5.2&#x00a0; is quite abrupt. A connecting paragraph discussing how high-end research informs low-cost implementations would improve the narrative flow.</p>
                    </list-item>
                    <list-item>
                        <p>The "TES Roadmap for Africa (2025-2050)" in Table 7 is a strong addition. To make this more "actionable" as intended by the study, consider linking specific materials mentioned in Section 7.4 (e.g., clay bricks, used engine oil) directly to the roadmap's milestones.</p>
                    </list-item>
                    <list-item>
                        <p>In Table 1, the specific heat for Molten Salt is listed with a negative sign ("-1500") and Concrete is listed as "-800". These appear to be typographical errors and should be corrected to positive values.</p>
                    </list-item>
                    <list-item>
                        <p>Table 4 Limitations: For Thermochemical Storage (TCS), the limitations listed are "Complex system design" and "limited commercial deployment". It would be helpful to also mention reaction kinetics or material stability as noted in the text of Table 3.</p>
                    </list-item>
                    <list-item>
                        <p>Ensure all figures (like Figure 4 and Figure 5) are explicitly discussed in the main body text to guide the reader through the visual data.</p>
                    </list-item>
                    <list-item>
                        <p>There are several minor grammatical errors that should be addressed (e.g., "As hown in Table 3" should be "As shown"; "losse" should be "losses" ).</p>
                    </list-item>
                    <list-item>
                        <p>The paper uses both "TCS" and "TCES"&#x00a0; to refer to Thermochemical Energy Storage. It is recommended to stick to one abbreviation throughout the document for clarity.</p>
                    </list-item>
                    <list-item>
                        <p>The emphasis on "locally available materials" such as sand, stones, and agricultural byproducts for Africa and developing regions is a standout feature of this review. This section is highly valuable and should be further highlighted in the Conclusion as a primary contribution to the literature on energy equity.</p>
                    </list-item>
                </list> </p>
            <p>Is the review written in accessible language?</p>
            <p>Yes</p>
            <p>Are all factual statements correct and adequately supported by citations?</p>
            <p>No</p>
            <p>Are the conclusions drawn appropriate in the context of the current research literature?</p>
            <p>Partly</p>
            <p>Is the topic of the review discussed comprehensively in the context of the current literature?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>Renewable Energy TechnologiesEnergy ManagementSmart GridCyber-Physical SystemsMicrogrids</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment16071-470276">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Tafere</surname>
                            <given-names>Awash Tekle</given-names>
                        </name>
                        <aff>mechanical engineering, Aksum University, Aksum, Tigray, Ethiopia</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interest</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>28</day>
                    <month>4</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Reviewer,</p>
                <p> Thank you for your careful and constructive review. Your comments materially improved the manuscript; below is a concise summary of how each point was addressed. 
                    <list list-type="bullet">
                        <list-item>
                            <p>
                                <bold>Comment 1 (energy density ranges):</bold> The Abstract now specifies energy density by technology: 
                                <bold>SHS 50&#x2013;150 kJ/kg; LHS 150&#x2013;250 kJ/kg; TCES 250&#x2013;1200 kJ/kg</bold>.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 2 (temperature classification):</bold> A unified scale (
                                <bold>Low &lt;200 &#x00b0;C; Medium 200&#x2013;600 &#x00b0;C; High &gt;600 &#x00b0;C</bold>) is applied consistently across text and tables.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 3 (hybrid integration):</bold> Section 2.4 expanded with technical descriptions of 
                                <bold>series and parallel</bold> SHS&#x2013;LHS configurations and an added schematic.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 4 (literature):</bold> Suggested recent works have been incorporated and cited in the relevant sections.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 5 (rural transition):</bold> A bridging paragraph now links high&#x2011;tech pilot lessons to simplified rural/off&#x2011;grid implementations.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 6 (Roadmap for Africa):</bold> Table 7 now maps roadmap milestones to 
                                <bold>locally available materials</bold> (clay bricks, recycled engine oil, agricultural byproducts).</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 7 (specific heat signs):</bold> Table 1 corrected; values are positive (molten salt &#x2248; 
                                <bold>1500 J/kg&#x00b7;K</bold>; concrete &#x2248; 
                                <bold>800 J/kg&#x00b7;K</bold>).</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 8 (TCES limitations):</bold> Table 4 now includes 
                                <bold>reaction kinetics and material stability</bold> among TCES limitations.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 9 (figure discussion):</bold> All figures (including Figures 4 and 5) are explicitly referenced and discussed in the main text; captions expanded.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 10 (grammar):</bold> A thorough grammar and style edit was completed.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 11 (terminology):</bold> Terminology standardized to 
                                <bold>TCES</bold> throughout.</p>
                        </list-item>
                        <list-item>
                            <p>
                                <bold>Comment 12 (conclusion emphasis):</bold> The Conclusion now highlights 
                                <bold>locally available materials</bold> as central to equitable TES deployment.</p>
                        </list-item>
                    </list> We appreciate your time and insightful suggestions; they strengthened clarity, technical rigor, and the manuscript&#x2019;s practical relevance.</p>
                <p> Sincerely, Awash Tekle Tafere</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report456682">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.194718.r456682</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Cordero</surname>
                        <given-names>Paul Arevalo</given-names>
                    </name>
                    <xref ref-type="aff" rid="r456682a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r456682a1">
                    <label>1</label>University of Cuenca, Cuenca, Azuay, Ecuador</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>28</day>
                <month>2</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Cordero PA</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport456682" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.176639.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>This review surveys thermal energy storage technologies (sensible, latent/PCM, thermochemical, and hybrids), summarizing principles, materials, performance indicators (energy density, efficiency, conductivity), and application contexts spanning buildings, industrial heat, and grid flexibility. It argues TES is a key enabler for renewable integration and resilience and outlines emerging research directions in materials and system integration. The paper has potential but needs improvements; these improvements are detailed below:</p>
            <p> Strengthen review methodology: describe search strategy, inclusion/exclusion criteria, and how evidence was synthesized.</p>
            <p> Improve technical consistency: standardize units/definitions and avoid broad numeric claims without context and citations.</p>
            <p> Add structured comparison tables with decision-useful fields: temperature ranges, duration, round-trip efficiency, degradation, CAPEX proxies, and TRL.</p>
            <p> Make &#x201c;future directions&#x201d; more specific: identify concrete gaps (durability, cost-down pathways, reactor design for TCES, conductivity trade-offs for PCMs).</p>
            <p> Expand system integration discussion: coupling with heat pumps, district heating, industrial processes, and renewable-driven dispatch use cases.</p>
            <p> Address sustainability rigorously: lifecycle impacts, recyclability, critical materials, and safety constraints by TES class.</p>
            <p> Tighten writing and referencing quality: reduce repetition and ensure each key statement is traceable to high-quality sources.</p>
            <p> A small addition that would noticeably improve credibility is acknowledging the following closely aligned synthesis work, since it mirrors your scope and helps readers contextualize your framing, terminology, and claimed novelty: Quizhpe, K., Ar&#x00e9;valo, P., Ochoa-Correa, D., &amp; Villa-&#x00c1;vila, E. (2024). Optimizing Microgrid Planning for Renewable Integration in Power Systems: A Comprehensive Review. Electronics, 13(18), Article 3620. https://doi.org/10.3390/electronics13183620.</p>
            <p>Is the review written in accessible language?</p>
            <p>Yes</p>
            <p>Are all factual statements correct and adequately supported by citations?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn appropriate in the context of the current research literature?</p>
            <p>Yes</p>
            <p>Is the topic of the review discussed comprehensively in the context of the current literature?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Electrical Engineering</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-456682-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Optimizing Microgrid Planning for Renewable Integration in Power Systems: A Comprehensive Review</article-title>.
                        <source>
                            <italic>Electronics</italic>
                        </source>.<year>2024</year>;<volume>13</volume>(<issue>18</issue>) :
                        <elocation-id>10.3390/electronics13183620</elocation-id>
                        <pub-id pub-id-type="doi">10.3390/electronics13183620</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
        <sub-article article-type="response" id="comment16070-456682">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Tafere</surname>
                            <given-names>Awash Tekle</given-names>
                        </name>
                        <aff>mechanical engineering, Aksum University, Aksum, Tigray, Ethiopia</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interest.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>28</day>
                    <month>4</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Reviewer,</p>
                <p> We sincerely thank you and the reviewers for the constructive feedback provided on our manuscript entitled "Thermal Energy Storage Technologies: Principles, Performance, and Emerging Directions." We have carefully addressed each comment and substantially revised the paper to strengthen its methodology, technical consistency, comparative analysis, specificity of future directions, system integration discussion, sustainability rigor, and referencing quality.</p>
                <p> Key improvements include the following: 
                    <list list-type="bullet">
                        <list-item>
                            <p>A dedicated methodology section describing search strategy, inclusion/exclusion criteria, and evidence synthesis.</p>
                        </list-item>
                        <list-item>
                            <p>Standardization of units and definitions, with contextualized numeric claims supported by authoritative citations.</p>
                        </list-item>
                        <list-item>
                            <p>Addition of structured comparison tables covering temperature ranges, duration, round-trip efficiency, degradation, CAPEX proxies, and TRL.</p>
                        </list-item>
                        <list-item>
                            <p>Expansion of the "Future Directions" section to highlight concrete research gaps in durability, cost-down pathways, reactor design for TCES, and conductivity trade-offs for PCMs.</p>
                        </list-item>
                        <list-item>
                            <p>A new subsection on system integration pathways, including coupling with heat pumps, district heating, industrial processes, and renewable-driven dispatch.</p>
                        </list-item>
                        <list-item>
                            <p>A rigorous sustainability assessment addressing lifecycle impacts, recyclability, critical materials, and safety constraints by TES class.</p>
                        </list-item>
                        <list-item>
                            <p>Thorough editing to reduce repetition and harmonization of references in the Sci. Adv. style, ensuring each key statement is traceable to high-quality sources.</p>
                        </list-item>
                    </list> We believe these revisions have significantly strengthened the manuscript and improved its clarity, rigor, and relevance. We are grateful for the opportunity to revise and resubmit, and we hope the improved version meets the journal&#x2019;s standards for publication.</p>
                <p> Thank you for your consideration.</p>
            </body>
        </sub-article>
    </sub-article>
</article>
