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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Adv. Energy Convers.</journal-id>
      <journal-id journal-id-type="publisher-id">aec</journal-id>
      <journal-title-group>
        <journal-title>Advanced Energy Conversion</journal-title>
      </journal-title-group>
      <issn pub-type="epub"/>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/aec.2026.07</article-id>
      <article-id pub-id-type="publisher-id">AEC-2026-7</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Industrial waste heat utilization for combined hydrogen and electricity generation</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Chih</surname>
            <given-names>Yi-Kai</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lee</surname>
            <given-names>Kuan-Ting</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Hsieh</surname>
            <given-names>Jui-Ching</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lin</surname>
            <given-names>Hong-Ping</given-names>
          </name>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Uan</surname>
            <given-names>Jun-Yen</given-names>
          </name>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5009-3960</contrib-id>
          <name>
            <surname>Chen</surname>
            <given-names>Wei-Hsin</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="aff" rid="I6">
            <sup>6</sup>
          </xref>
          <xref ref-type="aff" rid="I7">
            <sup>7</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
      </contrib-group>
      <aff id="I1"><sup>1</sup>Department of Chemical and Materials Engineering, National University of Kaohsiung, Kaohsiung 81148, Taiwan.</aff>
      <aff id="I2"><sup>2</sup>Department of Chemical and Materials Engineering, Tunghai University, Taichung 407224, Taiwan.</aff>
      <aff id="I3"><sup>3</sup>Department of Mechanical Engineering, National Chin-Yi University of Technology, Taichung 411030, Taiwan.</aff>
      <aff id="I4"><sup>4</sup>Department of Materials Science and Engineering, National Chung Hsing University, Taichung 402202, Taiwan.</aff>
      <aff id="I5"><sup>5</sup>Department of Chemistry, National Cheng Kung University, Tainan 701401, Taiwan.</aff>
      <aff id="I6"><sup>6</sup>Department of Aeronautics and Astronautics, National Cheng Kung University, Tainan 701401, Taiwan.</aff>
      <aff id="I7"><sup>7</sup>Research Center for Smart Sustainable Circular Economy, Tunghai University, Taichung 407224, Taiwan.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Prof. Wei-Hsin Chen, Department of Mechanical Engineering, National Chin-Yi University of Technology, Taichung 411030, Taiwan. E-mail: <email>chenwh@mail.ncku.edu.tw</email></corresp>
        <fn fn-type="other">
          <p><bold>Received:</bold> 25 Mar 2026 | <bold>First Decision:</bold> 22 Apr 2026 | <bold>Revised:</bold> 2 Jun 2026 | <bold>Accepted:</bold> 4 Jun 2026 | <bold>Published:</bold> 25 Jun 2026</p>
        </fn>
		<fn fn-type="other">
          <p><bold>Academic Editor:</bold> Yongliang Li | <bold>Copy Editor:</bold> Xing-Yue Zhang | <bold>Production Editor:</bold> Xing-Yue Zhang</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>25</day>
        <month>6</month>
        <year>2026</year>
      </pub-date>
      <volume>1</volume>
      <elocation-id>4</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026.<bold>Open Access</bold>This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>This study presents an integrated triple-unit recovery system (ITURS) for converting the enthalpy of industrial flue-gas into hydrogen and electrical power through temperature-matched heat utilization. The system consists of preheating, methanol steam reforming (MSR), and thermoelectric generation (TEG) units arranged in series. In the preheating section, the methanol solution is vaporized before entering the reformer. The MSR unit, packed with Cu-Zn bimetallic catalysts, receives 7.49% of the inlet enthalpy to maintain the thermal conditions required for the endothermic reforming reaction, resulting in methanol conversions above 90% and hydrogen concentrations close to 70 vol%. The TEG unit utilizes 24.47% of the inlet enthalpy to establish the temperature difference across the thermoelectric modules for power generation. The system produces an average electrical output of 60-63 W, with a peak output of 73.82 W. The TEG exhibited a heat-to-electricity conversion efficiency of 1.47% under practical operating conditions. Overall, the ITURS recovers 41.93% of the available flue-gas enthalpy. Under the tested conditions, the system generates 95.17 kcal·min<sup>-1</sup> of hydrogen energy based on higher heating value and 0.91 kcal·min<sup>-1</sup> of electrical power. These results demonstrate that the integrated ITURS can effectively co-generate hydrogen and electricity by utilizing industrial waste heat through units integrated in series across sequential recovery stages.</p>
      </abstract>
      <kwd-group>
        <kwd>Hydrogen production</kwd>
        <kwd>methanol steam reforming</kwd>
        <kwd>bimetallic catalyst</kwd>
        <kwd>thermoelectric generator</kwd>
        <kwd>waste heat recovery</kwd>
        <kwd>preheating</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Reducing reliance on fossil fuels and developing renewable energy remain key priorities in order to achieve global sustainability. In fact, energy input is necessary for industrial processes<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup>. While energy consumption in industrial activities is increasing, a large portion of it is liberated as waste heat, creating a serious energy waste problem. Methods for recovering waste heat can be categorized as direct use and heat conversion. On the one hand, waste heat can be directly used with devices such as radiation/convection recuperators, passive air preheaters, boilers, economizers, and plate heat exchangers<sup>[<xref ref-type="bibr" rid="B2">2</xref>]</sup>. In the industrial sector, using waste heat for preheating purposes has become standard practice. On the other hand, heat conversion systems help utilize waste heat by converting it into various forms of energy that are suitable for a wide range of purposes, such as mechanical work, power generation, and chemical reactions.</p>
      <p>Heat can be converted into different forms to power devices such as vapor-compression heat pumps, absorption heat pumps, and absorption heat transformers<sup>[<xref ref-type="bibr" rid="B3">3</xref>]</sup>. A vapor-compression heat pump consumes electricity, while an absorption heat pump and an absorption heat transformer are driven by heat. Secondly, heat-to-power conversion is achieved through widely adopted methods such as the organic Rankine cycle (ORC)<sup>[<xref ref-type="bibr" rid="B4">4</xref>]</sup> and the Kalina cycle<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup>. The typical Kalina cycle is more efficient at higher driving temperatures, while the organic Rankine cycle is more suitable for lower driving temperatures<sup>[<xref ref-type="bibr" rid="B6">6</xref>]</sup>. Additional heat-to-power techniques involve thermoelectric generators (TEGs)<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>, electrochemical systems<sup>[<xref ref-type="bibr" rid="B8">8</xref>]</sup>, thermogalvanic cells<sup>[<xref ref-type="bibr" rid="B9">9</xref>]</sup>, and pyroelectric energy conversion<sup>[<xref ref-type="bibr" rid="B10">10</xref>]</sup>, all of which have yet to be deployed for large-scale industrial production. Last but not least, heat can enhance the productivity or efficiency of chemical reactions by providing the heat required.</p>
      <p>Regardless of whether waste heat is recovered for direct use or conversion, flue gas waste heat above 650 °C has been preferred by industries due to its high energy content. High-temperature waste heat has been used for power generation with relatively mature technologies such as steam turbines. Middle-temperature waste heat, with temperatures ranging from 250 to 650 °C, has a mixed track record of industrial applicability. In contrast, technologies for recovering low-temperature waste heat have remained underdeveloped. The industrial use of recycled low-temperature waste heat has been limited to fuel preheating, space heating, and foodstuff drying<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup>. Nevertheless, low-temperature waste heat accounts for a significant share of total waste heat worldwide. A survey conducted by the U.S. Department of Energy on such energy-intensive industries as glass, cement, iron/steel, aluminum, metal casting, and ethylene industries shows they consume as much as 8.86 EJ of energy annually, which accounts for 9% of the total energy consumption in the United States (~92 EJ). Every year, 1.56 EJ of waste heat dissipates into the environment, of which approximately 60% is carried by emissions below 250 °C<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup>.</p>
      <p>Given the substantial availability of low-temperature waste heat, much of which dissipates at temperatures below 250 °C, there is growing interest in redirecting this otherwise wasted energy toward thermochemical processes, particularly for hydrogen production. Hydrogen can be produced through four main approaches: (1) thermochemical methods, such as natural gas reforming and the gasification of coal and biomass<sup>[<xref ref-type="bibr" rid="B13">13</xref>]</sup>, (2) electrochemical methods<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>, (3) photocatalysis<sup>[<xref ref-type="bibr" rid="B15">15</xref>]</sup>, and (4) biological methods<sup>[<xref ref-type="bibr" rid="B16">16</xref>]</sup>. Among these, thermochemical methods have the greatest potential for commercialization or large-scale production because the energy input required for these processes is readily available from industrial waste heat. The MSR process, for instance, requires a reaction temperature between 200 and <InlineParagraph>300 °C,</InlineParagraph> which can be met with low-temperature waste heat. An additional advantage of MSR is its environmental friendliness, as it produces only a small amount of CO, in addition to H<sub>2</sub> and CO<sub>2</sub>, its primary products. Accompanying the main MSR reaction [Equation 1] are two side reactions, the water gas shift reaction (WGSR)<sup>[<xref ref-type="bibr" rid="B17">17</xref>]</sup> [Equation 2] and methanol decomposition (MD)<sup>[<xref ref-type="bibr" rid="B18">18</xref>]</sup> [Equation 3]. The key to high hydrogen productivity lies in maximizing the main reaction while minimizing side reactions.</p>
      <p><disp-formula> <label>(1)</label> <tex-math id="E1"> $$  C H_{3} O H+H_{2} O \rightleftharpoons 3 H_{2}+C O_{2}, \Delta H_{298}^{0}=49.5 \mathrm{~kJ}\mathrm{\cdot mol}^{-1} \\ $$ </tex-math></disp-formula></p>
      <p><disp-formula> <label>(2)</label> <tex-math id="E2"> $$  H_{2} O+C O \rightleftharpoons C O_{2}+H_{3}, \Delta H_{298}^{0}=-41.0 \mathrm{~kJ}\mathrm{\cdot mol}^{-1} \\ $$ </tex-math></disp-formula></p>
      <p><disp-formula> <label>(3)</label> <tex-math id="E3"> $$  C H_{3} O H \rightleftharpoons 2 H_{2}+C O, \Delta H_{298}^{0}=90.5 \mathrm{~kJ}\mathrm{\cdot mol}^{-1} \\ $$ </tex-math></disp-formula></p>
      <p>Another effective way of making use of low-temperature waste heat is generating electricity with a thermoelectric generator (TEG), which stands out among practical waste heat recovery methods as highly durable and environmentally friendly<sup>[<xref ref-type="bibr" rid="B19">19</xref>,<xref ref-type="bibr" rid="B20">20</xref>]</sup>. The TEG operates according to the Seebeck effect, where an electric current is induced by a temperature difference between the ends of a pair of parallel metal bars made of materials with different electric potentials<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. To maximize TEG power generation, various combinations of materials, such as Bi-Te, Si-Ge, Pb-Te, skutterudite, etc., have been employed and found to be more efficient in some temperature ranges than others<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>. The Bi-Te alloy, for instance, works the best between 100 and 300 °C<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup>, generating the greatest amount of electricity with the highest Seebeck coefficient (<italic>S</italic>), and, hence, thermoelectric figure-of-merit (<inline-formula><tex-math id="M1">$$ Z T=\frac{S^{2} \delta}{k} T $$</tex-math></inline-formula>)<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>.</p>
      <p>Given the unsatisfactory performance for low-temperature waste heat recovery, it is desirable to improve overall waste heat recovery efficiency. One way to achieve this goal is to combine multiple waste-heat recovery units in series to fully exploit both high- and low-temperature waste heat. Candidates for constituting the series units include fuel preheating, methanol steam reforming (MSR), and thermoelectric generation systems. According to the European Union (EU) statistics, low-temperature waste heat below 250 °C accounts for 75% of the total industrial waste heat<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. Therefore, the development of low-grade waste-heat recovery is receiving worldwide attention. Low-temperature waste heat can be used to transform liquid fuel into a gaseous form, converting heat energy into chemical energy. Hydrogen can be extracted from a methanol solution via MSR, demonstrating a form of heat-to-thermochemical conversion<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. Accordingly, an MSR unit and a TEG unit are installed to work alongside a preheating unit, forming an industrial-scale system. The preheating unit is designed to heat the methanol solution utilizing high-temperature waste heat. Medium-temperature waste heat is then used to drive reactions in the MSR unit, producing hydrogen. Lastly, two sets of TEGs are installed along the exhaust to recover low- to medium-temperature waste heat from the MSR, utilizing the temperature gradient between the exhaust interior and the surrounding environment. This study is motivated by the need to effectively utilize low- to medium- grade industrial waste heat through a temperature-matched integration strategy. By quantifying heat recovery efficiencies across preheating, MSR, and thermoelectric generation units, the proposed system shows how sequential integration of technologies can maximize overall energy utilization and support scalable industrial implementation.</p>
    </sec>
    <sec id="sec2">
      <title>EXPERIMENTAL</title>
      <sec id="sec2-1">
        <title>Waste heat production unit</title>
        <p>The schematic of the entire waste heat recovery system is illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>. An automated temperature control unit, incorporating a combustion controller and a thermocouple reader, was installed to maintain the system temperature throughout the process. The volume and flow rate of gases were also controlled with automated devices. A boiler fueled by liquefied petroleum gas (LPG), a hollow steel cylinder with a diameter of 80 cm and a height of 180 cm, was used to simulate the source of industrial waste heat (fiery center at 1,350 °C). A burning control valve was installed at the inlet of the gaseous fuel at the top of the boiler. After natural gas combustion, the hot flue gas flowed through a side pipe to the preheating unit at the bottom of the series of waste heat recovery units. The design of the three heat recovery units is explained in detail in the following subsections.</p>
        <fig id="fig1" position="float" width="480">
          <label>Figure 1</label>
          <caption>
            <p>Schematic diagram of the integrated triple-unit system. (Photograph taken by the authors). TEG: thermoelectric generation; MSR: methanol steam reforming.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.1.jpg"/>
        </fig>
      </sec>
      <sec id="sec2-2">
        <title>Preheating unit</title>
        <p>The preheating unit was a hollow cylinder with a diameter of 50 cm and a height of 30 cm. It was connected to a boiler on the side and an MSR unit on top. The waste heat generated by the boiler was circulated in the coils within the preheating unit before being sent to the MSR unit. An elastic copper tube, 2 m long and with an inside diameter of 5 mm, was used to bring the methanol solution (ambient temperature) into the preheating unit, where the high-temperature air surrounding the tube vaporized the liquid, and then sent it up into the MSR unit. To monitor temperatures, a thermocouple was installed at the center of the preheating unit, and another at the center of the duct connecting the unit to the boiler.</p>
      </sec>
      <sec id="sec2-3">
        <title>Methanol steam reforming unit</title>
        <p>As an endothermic reaction [Equation 1], MSR can use the waste heat from the boiler to produce hydrogen. Accordingly, the MSR unit, consisting of a number of stainless steel tubes, two thermocouples, a pump (Nikuni pump), and a gas analyzer (MRU Vario Plus Industrial), was built in the form of a shell-and-tube heat exchanger [<xref ref-type="fig" rid="fig2">Figure 2</xref>] to convert methanol solution into hydrogen through recovered heat. A cylindrical shell with a 0.5 m diameter was designed to contain up to 50 kg of Cu-Zn particles to catalyze an MSR reaction on an industrial scale. A methanol solution with a steam-to-carbon (S/C) ratio of 2.5 was pumped into the reaction space at a volume of 10~100 mL∙min<sup>-1</sup> to react with the aid of the Cu-Zn catalyst. Nineteen (19) stainless steel tubes were vertically installed in the shell to allow flue gas from the boiler to pass through the reaction space, thereby triggering the MSR reaction via heat transfer. To remove the gaseous products of the MSR, pressurized N<sub>2</sub> was directed horizontally through the reaction space from one side to the other at a flow rate of 3,000 mL·min<sup>-1</sup>. A flow meter was installed at the outlet to measure the flow rate of the outgoing gas. Its composition (H<sub>2</sub>, CO, CO<sub>2</sub>, and CH<sub>4</sub>) was then analyzed using a gas analyzer (MGAprime H<sub>2</sub>, MRU Messgeräte für Rauchgase und Umweltschutz GmbH, Germany). Two K-type thermocouples were inserted into the catalyst bed, one at the middle section and one near the bottom of the reaction zone, to monitor the temperature distribution. The reactor temperature was controlled at 200 or 250 °C, with the thermocouple at the center of the catalyst bed serving as the control point. In the constructed packed bed, axial and radial temperature gradients are inevitable; the mid-bed location was therefore selected as a reference to limit variation in the effective reaction zone and maintain stable operating conditions.</p>
        <fig id="fig2" position="float" width="460">
          <label>Figure 2</label>
          <caption>
            <p>Internal configuration and catalyst packing of the shell-and-tube MSR reactor. MSR: Methanol steam reforming.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.2.jpg"/>
        </fig>
      </sec>
      <sec id="sec2-4">
        <title>Thermoelectric generation unit</title>
        <p>The third heat recovery unit consisted of thermoelectric generators (TEGs), which are considered durable and environmentally friendly devices<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. It is especially suitable for recovering low- and medium-temperature waste heat because the TEG’s ability to generate electricity is based on the temperature difference across the generators rather than a high-temperature environment. The TEG unit comprised a square array of thermoelectric modules (TEMs) made of low-resistance metals, so that electrons in the TEMs could more easily be induced to flow from an area with relatively high temperature to an area with relatively low temperature, thereby generating electric current. <xref ref-type="fig" rid="fig3">Figure 3</xref> depicts the apparatus employed in the present study, in which two TEGs (TG1-1018) were attached to the exterior of a rectangular exhaust (691 mm × 236 mm × <InlineParagraph>122 mm)</InlineParagraph> through which hot air (100 and 300 °C) from the boiler flowed, thereby creating a hot side. On the inside of the flue gas channel, aluminum plate fins (567 mm × 3 mm × 122 mm each) were installed to facilitate heat transfer. The temperature difference was maintained by circulating cool water through aluminum tanks (600 mm × 220 mm × <InlineParagraph>58 mm</InlineParagraph> each) mounted on the cold side of the TEGs. Lastly, the power generated by the TEGs was measured using an automated DC electronic load system (IT8511A+), which adjusted the load impedance to maximize power output.</p>
        <fig id="fig3" position="float" width="420">
          <label>Figure 3</label>
          <caption>
            <p>Illustration of the thermoelectric generator assembly, cooling tanks, and internal fins. TEMs: Thermoelectric modules.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.3.jpg"/>
        </fig>
      </sec>
      <sec id="sec2-5">
        <title>Experimental parameters</title>
        <p>To evaluate the integrated ITURS under suitable operating conditions, two operating cases were selected according to the thermal stability of the Cu-Zn catalyst. Cu-Zn catalysts used for MSR generally exhibit stable activity between 200 and 300 °C, whereas prolonged exposure to temperatures above 350 °C may deactivate the catalysts and reduce hydrogen production<sup>[<xref ref-type="bibr" rid="B28">28</xref>,<xref ref-type="bibr" rid="B29">29</xref>]</sup>. In the reactor, temperature gradients developed along the catalyst bed during operation, particularly near the lower section exposed to direct flue-gas heating. To avoid local overheating, the reactor temperature was controlled using the thermocouple positioned at the center of the catalyst bed (thermocouple 1), while the lower thermocouple (thermocouple 2) was used to monitor temperature variation near the bottom region [<xref ref-type="fig" rid="fig2">Figure 2</xref>]. In Case 1, the MSR temperature was maintained at 200 °C, and in Case 2, it was controlled at 250 °C to explore the effects of temperature on the efficacy of waste heat recovery. Before use, the catalyst was activated by hydrogen reduction at 350 °C for 24 h to promote high methanol conversion and hydrogen productivity. Temperature control was achieved by controlling the LPG flow rate into the boiler to support combustion, using an automated control unit. While temperature data were obtained with thermocouples installed in a host of different locations across the system, the automated temperature controller was programmed to act based on readings from the one installed in the middle of the shell, which was filled up with 50 kg of Cu-Zn catalysts [<xref ref-type="fig" rid="fig2">Figure 2</xref>]. In addition, cooling water at a flow rate of 0.2 kg∙s<sup>-1</sup> maintained at 5-<InlineParagraph>10 °C</InlineParagraph> was circulated through the TEG unit to maintain the cold-side temperature of the thermoelectric generators. After passing through the TEG unit, the cooling water was further directed to a heat exchanger connected downstream of the MSR unit. This secondary cooling stage reduced the temperature of the gaseous reforming products, allowing H<sub>2</sub>O vapor to condense and separate from the remaining gaseous products as liquid water. </p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>LPG consumption rate and system temperatures</title>
        <p><xref ref-type="fig" rid="fig4">Figure 4</xref> shows the hourly LPG consumption in the two experimental runs used to simulate industrial waste heat. Conducted with the catalyst bed heated to 200 °C, the first run (Case 1) consumes 4.4 kg∙h<sup>-1</sup>. In the second run (Case 2) with the catalyst bed heated to 250 °C and all other parameters held constant, the LPG consumption rate increases to 5.0 kg∙h<sup>-1</sup>. Accordingly, when the catalyst bed temperature is increased by 50 °C, from 200 to 250 °C, the system requires additional heat input, leading to an approximately 13.6% increase in the LPG consumption rate under stable operating conditions.</p>
        <fig id="fig4" position="float" columns="2" pdfpage="6">
          <label>Figure 4</label>
          <caption>
            <p>Hourly LPG consumption rates for Case 1 and Case 2 at different temperatures. LPG: Liquefied petroleum gas.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.4.jpg"/>
        </fig>
        <p><xref ref-type="fig" rid="fig5">Figure 5</xref> shows the temperature profiles in the boiler, preheating unit, and MSR unit. Temperature measurements are recorded once every 3 min during the experimental runs; <xref ref-type="fig" rid="fig5">Figure 5A</xref> shows the measurements from Case 1, and <xref ref-type="fig" rid="fig5">Figure 5B</xref> shows those from Case 2. In Case 1, the temperature inside the boiler ranges from 650 to 700 °C throughout the process, while the temperature in the preheating unit rises from approximately 400 °C at the outset to 450-<InlineParagraph>500 °C</InlineParagraph> after 20 min of burning. Meanwhile, the temperature in the MSR unit rises to 200 °C. In contrast, the temperature measurements from Case 2 [<xref ref-type="fig" rid="fig5">Figure 5B</xref>] show minimal fluctuations in the boiler and preheating unit, while the temperature in the MSR unit rises from 200 to 250 °C over 40 min. After twenty min, the temperatures in both the boiler and the preheating unit remain nearly constant. The small temperature variation observed during MSR operation indicates that the heat supplied by the boiler is sufficient to maintain stable conditions, while the energy required to vaporize the methanol solution is relatively less.</p>
        <fig id="fig5" position="float" pdfpage="7" width="460">
          <label>Figure 5</label>
          <caption>
            <p>Temperature profiles for (A) Case 1 and (B) Case 2 at selected locations of the ITURS. ITURS: Integrated triple-unit recovery system.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.5.jpg"/>
        </fig>
      </sec>
      <sec id="sec3-2">
        <title>Methanol steam reforming unit</title>
        <p><xref ref-type="fig" rid="fig6">Figure 6A</xref> shows the morphological features of the Cu-Zn bimetal catalyst used in this study, which is used for the MSR reaction. The catalyst consisted of cylindrical particles with dimensions of 5.0 mm in height and 5.12 mm in diameter. The catalyst bed has a porosity of 0.614. <xref ref-type="fig" rid="fig6">Figure 6B</xref> shows the scanning electron microscope (SEM) image of the catalyst, which exhibits a rugged, porous surface. The elemental composition of the catalyst examined via energy-dispersive X-ray spectroscopy (EDS) is shown in <xref ref-type="fig" rid="fig6">Figure 6C</xref>, and the results reveal that it is largely composed of CuO and ZnO, with oxygen accounting for over 60% of the mass, while Cu and Zn account for approximately 35% and 1.0%, respectively. In the MSR reaction, Cu and its oxides (Cu<sub>2</sub>O and CuO) serve as the primary active sites for methanol adsorption and dehydrogenation, leading to the formation of key intermediates, such as formate. ZnO functions as a structural and electronic promoter, stabilizing highly dispersed Cu species and tuning Cu surface properties. In addition, ZnO facilitates water activation and suppresses CO formation, thereby promoting the preferred CO<sub>2</sub> pathway<sup>[<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B31">31</xref>]</sup>. A comparison between the fresh and used catalyst compositions shows no significant change in the amounts of carbon and copper, indicating that coking is minimal after MSRs.</p>
        <fig id="fig6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>(A) Photograph of the pelletized Cu-Zn catalyst, (B) catalyst surface morphology observed by SEM at 2,000× magnification, and (C) corresponding elemental weight percentages obtained from EDS analysis. (Photograph taken by the authors). SEM: Scanning electron microscope; EDS: energy-dispersive X-ray spectroscopy.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.6.jpg"/>
        </fig>
        <p><xref ref-type="fig" rid="fig7">Figure 7</xref> shows the concentration time profiles of CO<sub>2</sub>, CO, CH<sub>4</sub>, and H<sub>2</sub>, the main gas species from MSR, under the operating conditions of Cases 1 <InlineParagraph>(200 °C,</InlineParagraph> blue curve) and 2 (250 °C, red curve). The temperatures are set at the usual operating temperature of the Cu-Zn catalyst for MSR<sup>[<xref ref-type="bibr" rid="B32">32</xref>,<xref ref-type="bibr" rid="B33">33</xref>]</sup>. After the MSR reaction reaches a steady-state, the CO<sub>2</sub> concentration [<xref ref-type="fig" rid="fig7">Figure 7A</xref>] ranges from 20.06% to 22.26% at 200 °C (Case 1) and from 20.74 to 25.21% at 250 °C (Case 2). The CO concentration [<xref ref-type="fig" rid="fig7">Figure 7B</xref>] is in the range of 0.03%-1.18% in Case 1 and 0.20%-1.14% in Case 2. As reported in previous studies<sup>[<xref ref-type="bibr" rid="B31">31</xref>,<xref ref-type="bibr" rid="B34">34</xref>]</sup>, Cu-Zn catalysts typically produce small amounts of CO due to their intrinsic catalytic properties, resulting in low CO concentrations. These results suggest that conditions in the MSR unit favor the MSR or WGSR [Equations 1 and 2] over the competing reaction [Equation 3], producing a high CO<sub>2</sub>-to-CO ratio.</p>
        <fig id="fig7" position="float" width="460">
          <label>Figure 7</label>
          <caption>
            <p>Concentration time profiles of the various MSR gaseous products: (A) CO<sub>2</sub>, (B) CO, (C) CH<sub>4</sub>, (D) H<sub>2</sub> at reforming temperatures of 200 and 250 °C. MSR: Methanol steam reforming.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.7.jpg"/>
        </fig>
        <p>Compared to the CO concentration, the CH<sub>4</sub> concentration [<xref ref-type="fig" rid="fig7">Figure 7C</xref>] showed minimal fluctuations between the two cases, ranging from 1.34% to 1.67% at 200 °C and from 1.19 to 1.38% at 250 °C. Lastly, the H<sub>2</sub> concentration remains comparable in both cases, ranging from 61.19 to 69.13% at 200 °C and from 62.51 to 71.73% at 250 °C [<xref ref-type="fig" rid="fig7">Figure 7D</xref>]. Based on the measured gas concentrations, the H<sub>2</sub> yield and CH<sub>3</sub>OH conversion can be calculated, as expressed below:</p>
        <p><disp-formula> <label>(4)</label> <tex-math id="E4"> $$  H_{2} \text { yield }\left(\mathrm{mol} / \mathrm{mol} \space C H_{3} O H\right)=\frac{\dot{n}_{H_{2}}}{\dot{n}_{C H_{3} O H}} \\ $$ </tex-math></disp-formula></p>
        <p><disp-formula> <label>(5)</label> <tex-math id="E5"> $$  C H_{3} O H \text { conversion }(\%)=\left(\frac{\dot{n}_{C O_{2}, o u t}+\dot{n}_{C O, o u t}+\dot{n}_{C H_{4}, o u t}}{\dot{n}_{C H_{3} O H, i n}}\right) \times 100 \\ $$ </tex-math></disp-formula></p>
        <p>where <inline-formula><tex-math id="M2">$$ \dot{n} \\ $$</tex-math></inline-formula> represents the gas molar flow rate, and the subscript <italic>out</italic> designates the outlet. While the theoretical maximum level of H<sub>2</sub> yield is 3 [mol∙(mol CH<sub>3</sub>OH)<sup>-1</sup>] [Equation 1], obtained H<sub>2</sub> yield ranges from 2.19 to 2.77 [mol∙(mol CH<sub>3</sub>OH)<sup>-1</sup>] at 200 °C and from 2.25 to 2.76 [mol∙(mol CH<sub>3</sub>OH)<sup>-1</sup>] at <InlineParagraph>250 °C</InlineParagraph> with a uniformly high CH<sub>3</sub>OH conversion of over 80% [<xref ref-type="fig" rid="fig8">Figure 8A</xref> and <xref ref-type="fig" rid="fig8">B</xref>] across both cases (81.02%-97.49% at 200 °C and 80.36%-99.65% at <InlineParagraph>250 °C).</InlineParagraph> These parameters for hydrogen productivity and reaction efficiency do not vary significantly between the two cases, indicating that the Cu-Zn catalyst utilized in the experiments has sufficient activity to promote effective steam reforming at a temperature as “low” as 200 °C. The experimental outcomes further demonstrate that the Cu-Zn catalyst delivers consistently high hydrogen production, with H<sub>2</sub> concentrations exceeding 60% under both operating conditions. Meanwhile, the H<sub>2</sub> yield approaching the theoretical limit confirms the catalyst’s strong hydrogen-generation capability in the MSR operating conditions of this study.</p>
        <fig id="fig8" position="float" width="460">
          <label>Figure 8</label>
          <caption>
            <p>Conversion time profiles of (A) hydrogen yield and (B) methanol at 200 °C (Case 1) and 250 °C (Case 2).</p>
          </caption>
          <graphic xlink:href="aec1007.fig.8.jpg"/>
        </fig>
      </sec>
	  <breakpage/>
      <sec id="sec3-3">
        <title>TEG unit</title>
        <p>As discussed in Section 2.4, two TEGs are attached outside the waste heat exhaust, creating a significant temperature difference to induce the flow of electrons from the “flue gas” side (i.e., hot side) to the “cooling water” side (i.e., cold side). On the “flue gas” side, the temperature at the inlet of the boiler-generated heat in Case 1 is around 300 °C, which then drops significantly to approximately 120 °C at the outlet, resulting in a significant temperature difference of over 180 °C [<xref ref-type="fig" rid="fig9">Figure 9A</xref>]. At the “cooling water” side, the inlet temperature for Case 1 remains steady at approximately 8-9 °C, while the outlet temperature reaches 16-17 °C, resulting to a temperature difference of about 8 °C [<xref ref-type="fig" rid="fig9">Figure 9B</xref>].</p>
        <fig id="fig9" position="float" width="460">
          <label>Figure 9</label>
          <caption>
            <p>Temperature time profiles for Case 1: (A) flue gas at the inlet and outlet of the waste heat exhaust, and (B) cooling water at the inlet and outlet.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.9.jpg"/>
        </fig>
        <p>Temperature measurements in Case 2 demonstrate an identical pattern to those in Case 1 [<xref ref-type="fig" rid="fig10">Figure 10A</xref> and <xref ref-type="fig" rid="fig10">B</xref>]. For Case 2, the inlet temperature starts at 5 °C and rises to 8 °C after 60 min; meanwhile, the outlet temperature increases from 12 °C to approximately 18 °C, posing a temperature rise of about 7-10 °C throughout the process [<xref ref-type="fig" rid="fig10">Figure 10B</xref>]. While the flue gas at the inlet of the TEG unit remains as hot as 300 °C [<xref ref-type="fig" rid="fig9">Figure 9</xref>], the TEGs continue to work with high-efficiency due to the significant temperature difference (a high Δ<italic>T</italic>) created between the “flue gas” side and the “cooling water” side of the TEGs with continued supply of cold water flowing through the cooling tanks.</p>
        <fig id="fig10" position="float" width="460">
          <label>Figure 10</label>
          <caption>
            <p>Temperature time profiles for Case 2: (A) flue gas at the inlet and outlet of the waste heat exhaust, and (B) cooling water at the inlet and outlet.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.10.jpg"/>
        </fig>
        <p><xref ref-type="fig" rid="fig11">Figure 11</xref> illustrates the time profiles of Δ<italic>T </italic>across the TEGs and their power outputs. Case 1, with an MSR operating temperature of 200 °C, generates 60.09 W (with a peak of 67.11 W) based on a Δ<italic>T</italic> of 291.38 °C. In Case 2, with an operating temperature of 250 °C, the Δ<italic>T</italic> is 319.19 °C, while the TEGs generate 63.37 W (with a maximum output of 73.82 W). These results show that the integrated system produces over 60 W across various operating conditions while effectively converting waste heat into electrical power via thermoelectric generation.</p>
        <fig id="fig11" position="float" width="460">
          <label>Figure 11</label>
          <caption>
            <p>Time profiles of average temperature gradient (Δ<italic>T</italic>) and aggregate electrical power output for (A) Case 1 and (B) Case 2.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.11.jpg"/>
        </fig>
      </sec>
      <sec id="sec3-4">
        <title>Energy conservation</title>
        <p>The heat transfer across the preheating, MSR, and TEG units presented in <xref ref-type="fig" rid="fig12">Figure 12</xref> is based strictly on the operating conditions of Case 1. This includes the initial enthalpy input derived from the specified LPG fuel and air flow rates for that particular run. First, heat is generated by burning LPG, which consists of 60 vol% propane and 40 vol% butane, with an HHV of approximately 2.38 × 10<sup>4</sup> kcal·kg<sup>-1</sup>. LPG is injected into the boiler at a mass flow rate of approximately 0.074 kg·min<sup>-1</sup>. Air, containing 21% oxygen by volume, is supplied at a flow rate of 1.65 kg·min<sup>-1</sup>. In theory [Equation 7], under the condition of complete combustion, the total enthalpy released from the LPG is approximately 1,753.27 kcal·min<sup>-1</sup>. While the system is cooled with 20 kg·min<sup>-1</sup> of cooling water, around 1,500.00 kcal·min<sup>-1</sup> of enthalpy (H) is taken away. This is calculated from <inline-formula><tex-math id="M3">$$ H=\dot{m} C_{p} \Delta T\\ $$</tex-math></inline-formula>, where <inline-formula><tex-math id="M4">$$ \dot{m} \\ $$</tex-math></inline-formula> = 20 kg·min<sup>-1</sup>, <italic>C<sub>p</sub></italic> = 1 kcal·kg<sup>-1</sup>·°C<sup>-1</sup>, and Δ<italic>T</italic> is 75 °C (= 100-25 °C).</p>
        <fig id="fig12" position="float" width="480">
          <label>Figure 12</label>
          <caption>
            <p>Enthalpy balance and distribution within the integrated triple-unit system. TEG: thermoelectric generation; MSR: methanol steam reforming.</p>
          </caption>
          <graphic xlink:href="aec1007.fig.12.jpg"/>
        </fig>
        <p><disp-formula> <label>(7)</label> <tex-math id="E1"> $$  C_{n} H_{m}+\left(n+\frac{m}{4}\right) O_{2} \rightarrow n C O_{2}+\left(\frac{m}{2}\right) H_{2} O \\ $$ </tex-math></disp-formula></p>
        <p><disp-formula> <label>(8)</label> <tex-math id="E1"> $$  C_{3} H_{8}+5 O_{2} \rightarrow 3 C O_{2}+4 H_{2} O \\ $$ </tex-math></disp-formula></p>
        <p><disp-formula> <label>(9)</label> <tex-math id="E1"> $$  C_{4} H_{10}+6.5 O_{2} \rightarrow 4 C O_{2}+5 H_{2} O \\ $$ </tex-math></disp-formula></p>
        <p>In this energy balance analysis, the total heat generated by LPG combustion is 1,753.27 kcal·min<sup>-1</sup>. After accounting for the heat absorbed by the boiler cooling water (1,500.00 kcal·min<sup>-1</sup>), the remaining enthalpy is carried by the high-temperature flue gas into the ITURS. This flue gas serves as the primary energy source for the recovery units, with a total inlet enthalpy (<italic>Q</italic><sub>0</sub>) estimated at 253.27 kcal·min<sup>-1</sup> [<italic>Q</italic><sub>0</sub> = (1,753.27-1,500.00) kcal·min<sup>-1</sup>].</p>
        <sec id="sec3-4-1">
          <title>Preheating unit</title>
          <p>As the first waste-heat recovery unit in the system, the preheating unit heats the methanol solution from 25 to 100 °C. This vaporizes the methanol and water, facilitating the subsequent MSR process. In the experiments, a methanol solution (CH<sub>3</sub>OH:H<sub>2</sub>O = 47.4:52.6 vol%) was pumped through a long copper tube (2 m) arranged in a helical coil configuration inside a hollow cylinder filled with hot flue gas at a flow rate of 40 mLmin<sup>-1</sup>. The enthalpy absorbed by the vaporized CH<sub>3</sub>OH and H<sub>2</sub>O in this process can be estimated from the energy required to vaporize them. Latent heat of 3.95 kcal·min<sup>-1</sup> is required to vaporize CH<sub>3</sub>OH at 64.5 °C, while 11.35 kcal·min<sup>-1</sup> is required to vaporize H<sub>2</sub>O at 100 °C. According to the enthalpy formula, the enthalpy absorbed by this process of vaporization is about 17.80 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>1</sub>). To facilitate the flowing of the CH<sub>3</sub>OH/H<sub>2</sub>O vapors, N<sub>2</sub>, which has a <italic>C<sub>p</sub></italic> of 0.245 kcal·kg<sup>-1</sup>·°C<sup>-1</sup>, is pumped into the unit at a volume flow rate of <InlineParagraph>3,000 mL·min<sup>-1</sup>,</InlineParagraph> suggesting an enthalpy loss to N<sub>2</sub> of approximately 0.06 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>2</sub>). With an inlet temperature of <InlineParagraph>474 °C</InlineParagraph> and an outlet temperature of 390 °C, it is estimated that a total enthalpy loss of 25.24 kcal·min<sup>-1</sup> (<italic>S</italic><sub>1</sub>) occurs between entry and exit of the preheating unit. Thus, the unit is accountable for an enthalpy loss of 7.38 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>3</sub> = <italic>S</italic><sub>1</sub> – <italic>Q</italic><sub>1</sub> – <italic>Q</italic><sub>2</sub>).</p>
        </sec>
        <sec id="sec3-4-2">
          <title>MSR unit</title>
          <p>While waste heat from the hot flue gas activates the MSR unit, its temperature drops from approximately 390 to 327 °C on average, suggesting an enthalpy transfer from the flue gas into the unit of approximately 18.98 kcal·min<sup>-1</sup> (<italic>S</italic><sub>2</sub>). The MSR produces gases at a rate of 39.95 Lmin<sup>-1</sup>, with H<sub>2</sub> accounting for 69.89 vol% and CO for 0.22 vol% of the total gaseous products. Based on this, the H<sub>2</sub> yield is estimated at 2.81 g·min<sup>-1</sup>. Since H<sub>2</sub> has an HHV of <InlineParagraph>33,842.4 kcal·kg<sup>-1</sup>,</InlineParagraph> it is estimated that H<sub>2</sub> is produced at a rate of approximately 95.17 kcal·min<sup>-1</sup> (<italic>G</italic><sub>1</sub>).</p>
          <p>According to the reaction formula of Equation 1, one mole of methanol produces 3 moles of hydrogen with an energy consumption of 11.88 kcal·mol<sup>-1</sup>. Based on this, an enthalpy consumption of 5.52 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>5</sub>) can be attributed to the MSR process. To help remove H<sub>2</sub>O from the gaseous products, cooling water is circulated through a heat exchanger installed outside the MSR unit at a mass flow rate of 12 kg·min<sup>-1</sup>. Given a temperature increase from 15 to 16 °C, it is estimated that 12.00 kcal·min<sup>-1</sup> of enthalpy is taken away by the cooling water (<italic>Q</italic><sub>4</sub>). Taken together, enthalpy is estimated to be lost to the MSR unit at a rate of 1.46 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>6</sub> = <italic>S</italic><sub>2</sub> – <italic>Q</italic><sub>4</sub> – <italic>Q</italic><sub>5</sub>).</p>
        </sec>
        <sec id="sec3-4-3">
          <title>TEG unit</title>
          <p>Based on a 207 °C temperature difference between the hot flue gas inlet (327 °C) and outlet (120 °C) of the TEG unit, the enthalpy transfer from the flue gas to this final waste heat recovery unit is estimated at approximately 61.98 kcal·min<sup>-1</sup> (<italic>S</italic><sub>3</sub>). While some of this transferred energy contributes to power generation in the TEGs, the rest is removed from the system through convection. The efficiency of a TEG in generating electricity is estimated according to the following formula<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>:</p>
          <p><disp-formula> <label>(10)</label> <tex-math id="E10"> $$  \eta(\%)=\frac{T_{h}-T_{c}}{T_{h}} \frac{\sqrt{1+Z T}-1}{{1+Z T}+\frac{T_{c}}{T_{h}}} \times 100 $$ </tex-math></disp-formula></p>
          <p>According to Minnich <italic>et al.</italic><sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup>, Bi-Sb-Te-based thermoelectric modules exhibit a figure of merit (<italic>ZT</italic>) of approximately 0.69 under a temperature difference of 180 °C. With the average temperatures on the hot and cold sides of the unit being 230 and 50 °C, respectively, the TEG achieved a heat-to-electricity conversion efficiency of 1.47% under the operating conditions investigated in this study. Given a total power output of 0.91 kcal·min<sup>-1</sup> (<italic>G</italic><sub>2</sub>), enthalpy is found to be absorbed by the two TEGs at a rate of 16.46 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>7</sub>). In light of conservation of energy, enthalpy is estimated to be lost to the unit at a rate of approximately 45.52 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>8</sub>), which is derived from the subtraction of <italic>Q</italic><sub>7</sub> from <italic>S</italic><sub>3</sub>.</p>
          <p>In this study’s ITURS configuration, the measured electrical output is 0.91 kcal·min<sup>-1</sup>, equivalent to approximately 63.37 W, corresponding to a practical heat-to-electricity conversion efficiency of 1.47% [= <italic>G</italic><sub>2</sub> / (<italic>Q</italic><sub>7</sub> + <italic>Q</italic><sub>8</sub>) × 100]. The lower experimental efficiency, compared with the theoretical estimation, is attributed to unavoidable heat loss to the surroundings, thermal resistance at material interfaces, and electrical resistance within the TEG assembly under industrial operating conditions.</p>
        </sec>
        <sec id="sec3-4-4">
          <title>Waste heat recovery and renewable energy</title>
          <p>The flue gas entering the ITURS carries an enthalpy of 253.27 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>0</sub>). Of this, 106.20 kcal·min<sup>-1</sup> (S<sub>1</sub> + S<sub>2</sub> + S<sub>3</sub>) is transferred through the preheating, MSR, and TEG sections, corresponding to 41.93% of the available waste heat. The remaining 147.07 kcal·min<sup>-1</sup> (<italic>Q</italic><sub>9</sub>) leaves the system with the exhaust stream after passing through the recovery units. Within the recovery sequence, 9.96% (= <italic>S</italic><sub>1</sub> / <italic>Q</italic><sub>0</sub> × 100) of the inlet enthalpy is transferred to the preheating section, while 7.49% (= <italic>S</italic><sub>2</sub> / <italic>Q</italic><sub>0</sub> × 100) is supplied to sustain the endothermic MSR reaction. Another 24.47% is transferred to the TEG unit, supporting the temperature gradient required for power generation (= <italic>S</italic><sub>3</sub> / <italic>Q</italic><sub>0</sub> × 100). The arrangement of these units allows heat to be used progressively from higher to lower temperature regions rather than being discharged directly into the environment. Overall, the ITURS accounts for a total enthalpy utilization of approximately 41.93% from the flue gas across the recovery stages [= (<italic>Q</italic><sub>0</sub> – <italic>Q</italic><sub>9</sub>) / <italic>Q</italic><sub>0</sub> × 100].</p>
          <p>Under these operating conditions, the system produces a combined energy output of 96.08 kcal·min<sup>-1</sup>, including hydrogen with a higher heating value of 95.17 kcal·min<sup>-1</sup> and electrical power equivalent to 0.91 kcal·min<sup>-1</sup>. It should be emphasized that the hydrogen energy mainly originates from the chemical energy stored in methanol, whereas the recovered flue-gas heat functions as the external energy source required to sustain methanol steam reforming and maintain continuous hydrogen production<sup>[<xref ref-type="bibr" rid="B37">37</xref>,<xref ref-type="bibr" rid="B38">38</xref>]</sup>.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSIONS</title>
      <p>The proposed cascading ITURS configuration demonstrates the feasibility of utilizing industrial boiler waste heat for simultaneous hydrogen production and thermoelectric power generation. An energy balance analysis indicates that the flue-gas enthalpy is sequentially distributed across the preheating, methanol steam reforming, and thermoelectric generation units, in accordance with the temperature levels of each process. Approximately 18.98 kcal·min<sup>-1</sup> of recovered heat is supplied to sustain the endothermic MSR reaction and maintain catalyst activity, while 61.98 kcal·min<sup>-1</sup> is used to establish the temperature gradient required for thermoelectric power generation. The largest energy output from the system is associated with hydrogen production, reaching 95.17 kcal·min<sup>-1</sup> based on the higher heating value of hydrogen. This energy primarily originates from the chemical energy stored in methanol and is partially from the recovered waste heat in the flue gas. In comparison, the electrical output from the TEG unit is <InlineParagraph>0.91 kcal·min<sup>-1</sup>,</InlineParagraph> corresponding to a practical heat-to-electricity conversion efficiency of 1.47% under the present operating conditions. Despite the successful operation of the integrated system, approximately 147.07 kcal·min<sup>-1</sup> of residual enthalpy remains in the exhaust stream after the recovery process. This unused heat indicates that additional optimization and downstream recovery strategies remain feasible, particularly for low-grade industrial waste heat that is often discharged unused.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Investigation, data curation, writing - original draft, visualization: Chih, Y. K.</p>
        <p>Writing - original draft, visualization, validation: Lee, K. T.</p>
        <p>Formal analysis, writing - review and editing: Hsieh, J. C.</p>
        <p>Resources, methodology, writing - review and editing: Lin, H. P.</p>
        <p>Methodology, investigation, writing - review and editing: Uan, J. Y.</p>
        <p>Conceptualization, methodology, investigation, funding acquisition, resource, supervision, writing - review and editing: Chen, W. H.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>The original contributions presented in this study are included in the article. Further inquiries can be directed to the corresponding author.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>During the preparation of this manuscript, the AI tool ChatGPT (version 5.3, released 2026-04-09) was used solely for language editing. The tool did not influence the study design, data collection, analysis, interpretation, or the scientific content of the work. All authors take full responsibility for the accuracy, integrity, and final content of the manuscript.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>The authors gratefully acknowledge the financial support from the National Science and Technology Council, Taiwan, R.O.C., under the contracts MOST 110-2622-E-006-001-CC1, NSTC 112-2221-E- 006-111-MY3, NSTC 113-2221-E-006-195-MY3, and NSTC 112-2622-E-006-029- for this study. The authors gratefully acknowledge the use of EM000700 of NSTC 114-2740-M-006-001, belonging to the Core Facility Center of National Cheng Kung University. This research is also partly supported by the Higher Education Sprout Project, Ministry of Education, to the Headquarters of University Advancement at National Cheng Kung University (NCKU).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Chen, W. H. serves as the Executive Editor of <italic>Advanced Energy Conversion</italic>, but was not involved in the editorial evaluation of this manuscript, including reviewer selection, manuscript handling, or publication decisions. The other authors have declared no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
    </sec>
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