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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1473383</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1473383</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Environmental life-cycle analysis of hydrogen technology pathways in the United States</article-title>
<alt-title alt-title-type="left-running-head">Elgowainy et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1473383">10.3389/fenrg.2024.1473383</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Elgowainy</surname>
<given-names>Amgad</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Vyawahare</surname>
<given-names>Pradeep</given-names>
</name>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ng</surname>
<given-names>Clarence</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Frank</surname>
<given-names>Edward D.</given-names>
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<surname>Bafana</surname>
<given-names>Adarsh</given-names>
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<contrib contrib-type="author">
<name>
<surname>Burnham</surname>
<given-names>Andrew</given-names>
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<name>
<surname>Sun</surname>
<given-names>Pingping</given-names>
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<surname>Cai</surname>
<given-names>Hao</given-names>
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<surname>Lee</surname>
<given-names>Uisung</given-names>
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<surname>Reddi</surname>
<given-names>Krishna</given-names>
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<contrib contrib-type="author">
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<surname>Wang</surname>
<given-names>Michael</given-names>
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<aff>
<institution>Argonne National Laboratory</institution>, <addr-line>Lemont</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2293559/overview">Tianyi Sun</ext-link>, Environmental Defense Fund, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1015756/overview">Timothy A. Barckholtz</ext-link>, ExxonMobil Technology and Engineering, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2682658/overview">Han Chen</ext-link>, Cambrex Corporation, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Amgad Elgowainy, <email>aelgowainy@anl.gov</email>; Pradeep Vyawahare, <email>pvyawahare@anl.gov</email>; Clarence Ng, <email>clarencejhng@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1473383</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Elgowainy, Vyawahare, Ng, Frank, Bafana, Burnham, Sun, Cai, Lee, Reddi and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Elgowainy, Vyawahare, Ng, Frank, Bafana, Burnham, Sun, Cai, Lee, Reddi and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Hydrogen is a zero-carbon energy carrier with potential to decarbonize industrial and transportation sectors, but its life-cycle greenhouse gas (GHG) emissions depend on its energy supply chain and carbon management measures (e.g., carbon capture and storage). Global support for clean hydrogen production and use has recently intensified. In the United States, Congress passed several laws that incentivize the production and use of renewable and low-carbon hydrogen, such as the Bipartisan Infrastructure Law (BIL) in 2021 and the Inflation Reduction Act (IRA) in 2022, which provides tax credits of up to $3/kg depending on the carbon intensity of the produced hydrogen. A comprehensive life-cycle accounting of GHG emissions associated with hydrogen production is needed to determine the carbon intensity of hydrogen throughout its value chain. In the United States, Argonne&#x2019;s R&#x26;D GREET<sup>&#xae;</sup> (Greenhouse Gases, Regulated emissions, and Energy use in Technologies) model has been widely used for hydrogen carbon intensity calculations. This paper describes the major hydrogen technology pathways considered in the United States and provides data sources and carbon intensity results for each of the hydrogen production and delivery pathways using consistent system boundaries and most recent technology performance and supply chain data.</p>
</abstract>
<kwd-group>
<kwd>hydrogen production</kwd>
<kwd>life-cycle analysis</kwd>
<kwd>GHG emissions</kwd>
<kwd>carbon intensity</kwd>
<kwd>inflation reduction act</kwd>
<kwd>United States</kwd>
</kwd-group>
<contract-sponsor id="cn001">U.S. Department of Energy<named-content content-type="fundref-id">10.13039/100000015</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Hydrogen Storage and Production</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Hydrogen is a zero-carbon energy carrier commonly used in the production of chemicals and fuels. Depending on the energy source and technology used for hydrogen production and delivery, there can be life-cycle greenhouse gas (GHG) emissions associated with hydrogen production and use. Clean energy sources and carbon management measures (e.g., carbon capture and storage) can be deployed to provide the largest reductions in GHG emissions associated hydrogen production and use.</p>
<p>Interest has grown globally in the economic production of clean hydrogen to replace the current carbon-intensive hydrogen production via reforming of fossil natural gas. In particular, the United States (U.S.) Congress passed several laws that incentivize the production and use of renewable and low-carbon hydrogen. The Bipartisan Infrastructure Law (BIL) passed in 2021 provided $9.5B to incentivize the deployment of clean hydrogen hubs in various parts of the United States and the development of electrolyzer technologies. To qualify for the BIL incentives, the produced hydrogen must meet specific GHG emissions standards on a life-cycle basis. Seven hydrogen hubs were awarded in 2023 in different regions of the United States. In 2022, Congress passed the Inflation Reduction Act (IRA), which provides tax credits of up to $3/kg depending on the carbon intensity of the produced hydrogen.</p>
<p>Due to the impact of hydrogen carbon intensity (CI) on the end use applications of hydrogen (e.g., fuel cell vehicles, ammonia, synthetic fuels and chemicals, metal reduction, etc.), many authors have examined the CI of hydrogen produced by various methods. According to the U.S. Department of Energy, steam methane reforming (SMR) of natural gas (NG) has been one of the most common methods of hydrogen production in the United States in 2024 (<xref ref-type="bibr" rid="B54">U.S. DOE</xref> undated). However, the CI of hydrogen produced via SMR is high. A recent study by <xref ref-type="bibr" rid="B22">Henriksen et al. (2024)</xref> reported life-cycle emissions of 10.6&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> while <xref ref-type="bibr" rid="B62">Zang et al. (2024)</xref> reported 9.9&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> including displacement credits due to the export of excess steam produced. <xref ref-type="bibr" rid="B49">Sun et al. (2019)</xref> studied SMR facility level GHG emissions and determined a U.S. national average of 9.3&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>. In a report published by the National Energy Technology Laboratory (NETL) which modeled an SMR facility, they determined that the CI of hydrogen produced to be 12.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, which can be reduced to 10.2&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> if the produced steam was exported (<xref ref-type="bibr" rid="B34">Lewis et al., 2022</xref>). <xref ref-type="bibr" rid="B27">Khojasteh Salkuyeh et al. (2017)</xref> determined that hydrogen produced by SMR would have emissions of 11.5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, which is supported by other authors determined that the life-cycle emissions of hydrogen produced by steam methane reforming of natural gas were 11.9&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, including embodied emissions from capital expenditure (CapEx) (<xref ref-type="bibr" rid="B11">Cetinkaya et al., 2012</xref>; <xref ref-type="bibr" rid="B47">Spath and Mann, 2000</xref>). Other studies report slightly lower emission values of between 10.4&#xa0;CO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B50">Susmozas et al., 2013</xref>). To reduce the CI of hydrogen produced from NG SMR, carbon capture and storage (CCS) systems were implemented. This approach resulted in a sharp reduction of GHG emissions to between 3.4 and 3.6&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B27">Khojasteh Salkuyeh et al., 2017</xref>; <xref ref-type="bibr" rid="B22">Henriksen et al., 2024</xref>; <xref ref-type="bibr" rid="B62">Zang et al., 2024</xref>; <xref ref-type="bibr" rid="B13">Dufour et al., 2010</xref>).</p>
<p>Due to the high CI of hydrogen produced from NG SMR without CCS, many hydrogen production technologies have been studied as possible alternatives. One such method is autothermal reforming (ATR) of natural gas. A literature review determined that many authors reported GHG emissions from ATR with CCS in the range of 3.3&#x2013;3.7&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B22">Henriksen et al., 2024</xref>; <xref ref-type="bibr" rid="B62">Zang et al., 2024</xref>), although emissions as high as 3.9&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> have been reported (<xref ref-type="bibr" rid="B20">Hajjaji et al., 2013</xref>). In the absence of CCS, ATR GHG emissions increase to between 10.8 and 11.0&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B20">Hajjaji et al., 2013</xref>; <xref ref-type="bibr" rid="B39">Oni et al., 2022</xref>). Gasification of carbonaceous material such as coal or biomass is another method of hydrogen production. Authors have reported emissions from coal gasification ranging between 11.6 and 20&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> without CCS (<xref ref-type="bibr" rid="B11">Cetinkaya et al., 2012</xref>; <xref ref-type="bibr" rid="B22">Henriksen et al., 2024</xref>; <xref ref-type="bibr" rid="B57">Verma and Kumar 2015</xref>), although emissions can reach as high as 25.3&#xa0;kgCO<sub>2</sub>/kgH<sub>2</sub> if lignite is used (<xref ref-type="bibr" rid="B8">Burmistrz et al., 2016</xref>). With the inclusion of CCS, <xref ref-type="bibr" rid="B22">Henriksen et al. (2024)</xref> determined that the CI of hydrogen decreases to 3.9&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, while <xref ref-type="bibr" rid="B8">Burmistrz et al. (2016)</xref> noted GHG emissions ranging between 4.1 and 7.1&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>. To further reduce the CI of hydrogen produced via gasification, biomass may be used in place of coal as it is a biogenic source of carbon. However, reported emissions vary widely due to differences in the carbon content of the biomass gasified (<xref ref-type="bibr" rid="B22">Henriksen et al., 2024</xref>; <xref ref-type="bibr" rid="B38">Moreno and Dufour, 2013</xref>). <xref ref-type="bibr" rid="B50">Susmozas et al., 2013</xref> investigated the CI of hydrogen produced from poplar gasification and reported GHG emissions of 0.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>. With CCS, this value decreases to &#x2212;14.6&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B51">Susmozas et al., 2016</xref>). In contrast, <xref ref-type="bibr" rid="B22">Henriksen et al. (2024)</xref> reported GHG emissions of 5.3&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> without CCS and &#x2212;15&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> when CCS is included. <xref ref-type="bibr" rid="B25">Kalinci et al. (2012)</xref> reported emissions of 8.5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> using pinewood, while <xref ref-type="bibr" rid="B35">Li et al. (2020)</xref> calculated GHG emissions of 5.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for hydrogen produced using straw.</p>
<p>Finally, the electrolysis of water presents the possibility for low CI hydrogen production should renewable electricity, such as wind, solar, hydro, or nuclear electricity be used. Low-temperature electrolysis (LTE) is typical for proton exchange membrane (PEM) and alkaline electrolyzer technologies, while high-temperature electrolysis (HTE) is typical for solid-oxide electrolyzer cell (SOEC) technology. While nuclear high-temperature gas cooled reactors (HTGR) have supply chain upstream emissions, they can produce hydrogen with CI as low as 0.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> (<xref ref-type="bibr" rid="B19">Giraldi et al., 2015</xref>). <xref ref-type="bibr" rid="B26">Karaca et al. (2020)</xref> reported similar values of 0.4 and 0.5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for electrolysis using boiling water reactors (BWR) and pressurized water reactors (PWR), respectively. These values are also supported by <xref ref-type="bibr" rid="B7">Bicer and Dincer (2017)</xref>, whose study indicated GHG emissions between 0.5 and 0.6&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for hydrogen produced by high-temperature electrolysis and electrolysis, respectively (<xref ref-type="bibr" rid="B7">Bicer and Dincer, 2017</xref>).</p>
<p>CapEx-embodied emissions of clean electricity contribute significantly to the CI of hydrogen produced via electrolysis. <xref ref-type="bibr" rid="B24">Iyer et al. (2024)</xref> reported emissions as high as 2.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for electrolysis using solar power and 0.5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> when nuclear power from LWRs is used. These results are supported by <xref ref-type="bibr" rid="B18">Gan et al. (2024)</xref> who reported GHG emissions of 2.1, 0.6, 0.4, and 0.3&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for water electrolysis using solar, wind, hydro, and nuclear power, respectively. <xref ref-type="bibr" rid="B22">Henriksen et al. (2024)</xref> further distinguishes between the type of electrolysis methods, noting emissions of 1.8 and 2.2&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for PEM and SOEC, respectively, when wind electricity is used, which increases to 2.8 and 2.9&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> when solar energy is used. <xref ref-type="bibr" rid="B40">Palmer et al. (2021)</xref> reported a similar CI of hydrogen produced via electrolysis using solar power of 2.3&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>. <xref ref-type="bibr" rid="B11">Cetinkaya et al. (2012)</xref> reported GHG emissions of 1.0 and 2.4&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for hydrogen produced by using wind and solar power, respectively.</p>
<p>As can be seen, many LCA studies of hydrogen have been carried out over a span of multiple years, covering different system boundaries, and from the perspective of different countries. A comprehensive life-cycle accounting of GHG emissions associated with hydrogen production is needed to determine the carbon intensity of hydrogen throughout its value chain. This paper aims to provide readers with the information necessary to understand hydrogen production in the United States and the life-cycle emissions associated with it using consistent system boundaries and most recent technology performance and supply chain data. In the United States, Argonne&#x2019;s R&#x26;D GREET<sup>&#xae;</sup> (Greenhouse Gases, Regulated emissions, and Energy use in Technologies) model has been widely used for hydrogen carbon intensity calculations. R&#x26;D GREET provides in-depth life-cycle simulations for a variety of energy and chemical products, including hydrogen technologies. This paper describes the major hydrogen technology pathways considered in the United States and provides data sources and carbon intensity results for each of the hydrogen production pathways.</p>
</sec>
<sec id="s2">
<title>2 Hydrogen production technology pathways</title>
<p>In this section, we discuss hydrogen production technologies, their necessary process inputs, and the operating conditions in <xref ref-type="bibr" rid="B43">R&#x26;D GREET, 2023</xref>. We also highlight important parameters that have a significant impact on the well-to-gate (WTG) CI of hydrogen production and any accompanying data sources. Detailed data for each pathway can be found in the <xref ref-type="sec" rid="s12">Supplementary Material</xref>. The co-product allocation method in GREET follows the ISO 14067 protocol, with system expansion and substitution method applied where feasible, and allocation based on physical attributes (e.g., by energy or mass) is otherwise applied.</p>
<sec id="s2-1">
<title>2.1 Natural gas and biogas reforming</title>
<p>This section discusses natural gas or biogas reforming technologies for hydrogen production. Because fugitive methane emissions from the natural gas supply chain significantly impact the CI of hydrogen, we provide a detailed discussion on upstream burdens of NG, from recovery through transmission to the hydrogen plant. Steam methane reforming has been the most common technology for hydrogen production. Because of the high CI of hydrogen produced via reforming of natural gas, CCS technology is of interest and is discussed in this section. ATR is of particular interest due to its favorable application with CCS.</p>
<sec id="s2-1-1">
<title>2.1.1 Upstream burdens for natural gas</title>
<p>Upstream GHG emissions associated with the NG supply chain play a critical role in the CI of hydrogen produced via methane reforming technology pathways. Such emissions cannot be mitigated by CCS at hydrogen production facilities. Fugitive methane emissions and combustion CO<sub>2</sub> emissions occur within activities associated with NG recovery, processing, and transportation to the hydrogen production plant.</p>
<p>Methane-related emissions can be measured by using bottom-up field measurements and top-down measurements from aircraft, satellites, and weather stations (<xref ref-type="bibr" rid="B45">Rutherford et al., 2021</xref>). The US EPA Greenhouse Gas Inventory (GHGI) uses data from bottom-up measurements. Other studies suggested that GHGI undercounts emissions (<xref ref-type="bibr" rid="B45">Rutherford et al., 2021</xref>; <xref ref-type="bibr" rid="B2">Alvarez et al., 2018</xref>). <xref ref-type="bibr" rid="B43">R&#x26;D GREET, 2023</xref> implements a hybrid bottom-up and top-down approach to estimate methane emissions throughout NG supply chain (<xref ref-type="bibr" rid="B9">Burnham, 2023</xref>). R&#x26;D GREET uses average NG transmission pipeline distance from the field to the end-use of 680 miles, which is based on national U.S. ton-miles of natural gas freight via pipeline in 2009, as reported by The U.S. Department of Transportation&#x2019;s Bureau of Transportation Statistics (BTS), special tabulation, Tables 1&#x2013;50, and tons of dry natural gas production in the same year as reported by Energy Information Agency (<xref ref-type="bibr" rid="B14">Dunn et al., 2013</xref>). <xref ref-type="table" rid="T1">Table 1</xref> provides the methane emissions values for various upstream processes involved in NG supply chain (<xref ref-type="bibr" rid="B9">Burnham, 2023</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>NG upstream non-combustion methane emissions using bottom-up/top-down hybrid approach based upon <xref ref-type="bibr" rid="B45">Rutherford et al. (2021)</xref>, <xref ref-type="bibr" rid="B2">Alvarez et al. (2018)</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th colspan="2" align="center">Default</th>
</tr>
<tr>
<th align="left">NG stage</th>
<th align="center">Conventional</th>
<th align="center">Shale</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Production</td>
<td align="center">105.1</td>
<td align="center">106.1</td>
</tr>
<tr>
<td align="left">&#x2003;Completion</td>
<td align="center">0.6</td>
<td align="center">1.5</td>
</tr>
<tr>
<td align="left">&#x2003;Workover</td>
<td align="center">0.0</td>
<td align="center">0.1</td>
</tr>
<tr>
<td align="left">&#x2003;Liquid unloading</td>
<td align="center">4.3</td>
<td align="center">4.3</td>
</tr>
<tr>
<td align="left">&#x2003;Well equipment</td>
<td align="center">68.7</td>
<td align="center">68.7</td>
</tr>
<tr>
<td align="left">&#x2003;Gathering and Boosting</td>
<td align="center">31.4</td>
<td align="center">31.4</td>
</tr>
<tr>
<td align="left">Processing</td>
<td align="center">6.2</td>
<td align="center">6.2</td>
</tr>
<tr>
<td align="left">Transmission and Storage<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">64.1</td>
<td align="center">64.1</td>
</tr>
<tr>
<td align="left">Distribution, Venting, and Leakage</td>
<td align="center">18.8</td>
<td align="center">18.8</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">194.2</td>
<td align="center">195.2</td>
</tr>
<tr>
<td align="left">Total CH<sub>4</sub> leak rate as % of volume throughput</td>
<td align="center">0.94%</td>
<td align="center">0.94%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>All units are gCH<sub>4</sub>/mmBtu-NG (lower heating value based). Losses in transmission pipelines are for 680 miles.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>For 680 miles.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Greenhouse gas emissions associated with NG recovery include production and gathering and boosting (G&#x26;B) phases in the field. These emissions are associated with combustion of NG and diesel used for compression and other activities at production and G&#x26;B stages. The national average fuel use for NG recovery in the United States was calculated based on basin- and technology-level information from select datasets of the National Energy Technology Laboratory&#x2019;s 2020 ONE Future report (<xref ref-type="bibr" rid="B42">Rai et al., 2021</xref>) using a weighted average of fuel consumption (NG and diesel) and NG production data for all basins. These basins are divided by recovery technology (conventional and unconventional) and locations, with different fuel use estimates. R&#x26;D GREET combines NG production and G&#x26;B into NG recovery. The fuel use data in <xref ref-type="table" rid="T2">Table 2</xref> are provided for conventional and unconventional (shale and tight) technologies.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Shares and parameters of NG recovery processes for conventional and unconventional gas in <xref ref-type="bibr" rid="B43">R&#x26;D GREET (2023)</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">Conventional NG</th>
<th align="center">Unconventional gas</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Share of NG supply</td>
<td align="center">25%</td>
<td align="center">75%</td>
</tr>
<tr>
<td align="left" style="background-color:#BFBFBF"/>
<td colspan="2" align="center" style="background-color:#BFBFBF">Recovery</td>
</tr>
<tr>
<td align="left">Energy efficiency</td>
<td align="center">96.4%</td>
<td align="center">96.8%</td>
</tr>
<tr>
<td align="left">Urban emission share</td>
<td align="center">1.0%</td>
<td align="center">1.0%</td>
</tr>
<tr>
<td colspan="3" align="left">Shares of process fuels</td>
</tr>
<tr>
<td align="left">&#x2003;Diesel fuel</td>
<td align="center">0.6%</td>
<td align="center">0.2%</td>
</tr>
<tr>
<td align="left">&#x2003;Natural gas</td>
<td align="center">99.4%</td>
<td align="center">99.8%</td>
</tr>
<tr>
<td colspan="3" align="left">Energy use: Btu/mmBtu of NG throughput</td>
</tr>
<tr>
<td align="left">&#x2003;Diesel fuel</td>
<td align="center">215</td>
<td align="center">66</td>
</tr>
<tr>
<td align="left">&#x2003;Natural gas: process fuel</td>
<td align="center">37,209</td>
<td align="center">33,285</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Energy calculations were carried out based on the lower heating value.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-1-2">
<title>2.1.2 Steam methane reforming</title>
<p>In a steam methane reforming plant, natural gas is reformed along with steam to produce hydrogen-rich syngas (CO &#x2b; H<sub>2</sub>). The reforming reaction takes place mainly in the primary reformer; because of its endothermic nature, some natural gas along with tail gas from the downstream pressure swing adsorption (PSA) unit is combusted in the shell side of the reformer to provide the process heat, which leads to direct GHG emissions from the reformer stack. Furthermore, CO in syngas reacts with steam to produce additional hydrogen alongside CO<sub>2</sub> via shift reaction (exothermic). Heat is recovered from the high-temperature process streams and combustion gases to preheat the feed, combustion air, and boiler feedwater; the recovered heat is used to generate steam (<xref ref-type="bibr" rid="B28">Kunz et al., 2018</xref>) needed for the reaction, with any surplus steam is available for export to nearby applications. Hydrogen is separated via PSA; unconverted gases (known as tail gas), including CO<sub>2</sub>, are used to provide process heat to the reformer as mentioned earlier. Details for the data used in this calculation can be found in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>.</p>
<p>In this analysis, a displacement credit is taken for exported steam considering forgone emissions from a NG boiler that would have been used to produce the same amount of energy in the exported steam. Currently, the SMR pathway in R&#x26;D GREET is based on the ASPEN modeling from Case 1 of <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref>. Case 1 of <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref> covers the steam methane reforming with and without CCS. NG consumption and on-site CO<sub>2</sub> emissions per unit of produced hydrogen varies with several process optimization parameters, such as the methane slip, steam-to-carbon ratio, NG heating value, the need for byproduct steam, and the process configuration (<xref ref-type="bibr" rid="B44">Rajyalakshmi et al., 2012</xref>). These optimizations are made for a given plant based upon the NG price in the United States and capital expenses.</p>
<p>The <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref> SMR study modified its SMR model to include CO<sub>2</sub> capture from NG conversion and NG combustion [Case 2 in <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref>]. After optimization, no steam was available for export (available steam is used for CO<sub>2</sub> capture), slightly more NG was required, and 96% of the CO<sub>2</sub> produced on-site was captured and delivered by pipeline for underground storage 62&#xa0;km away in a deep saline formation.</p>
</sec>
<sec id="s2-1-3">
<title>2.1.3 Autothermal reforming</title>
<p>Autothermal reforming is similar to SMR in principle; however, the major difference is that the feed reforming and fuel combustion take place in the reformer, self-providing the heat required for the reforming reaction. An air separation unit is used to feed pure oxygen for combustion in the autothermal reformer, thus allowing for all the CO<sub>2</sub> to be in the process side and in higher concentration (compared to SMR), thus simplifying the capture process. The hydrogen-rich syngas from the reformer is sent to shift reactors in which CO gets converted to CO<sub>2</sub> via process feed steam, and additional hydrogen is produced. The process heat generated in the reformer and shift reactors is used for producing low-pressure steam, which is used for CCS. After CCS, pure hydrogen (99.9%) is separated via pressure swing adsorption (PSA). Tail gas from PSA is rich in hydrogen (73%) with some CO, CH<sub>4</sub>, CO<sub>2</sub>, and N<sub>2</sub> and therefore has energy value, which is partly recycled to the CO<sub>2</sub> capture unit with the remainder of tail gas combusted in a fired heater to heat the NG feed and generate steam needed for the reaction. The CO<sub>2</sub> from tail gas combustion in the fired heater is small and thus is not captured, resulting in overall CO<sub>2</sub> capture rate of 94.5%. The ATR pathway in R&#x26;D GREET uses the energy and mass balance inventory from Case 3 of <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref>.</p>
</sec>
<sec id="s2-1-4">
<title>2.1.4 Biogas or renewable natural gas feedstock for reforming</title>
<p>Reforming can also be carried out using low-CI renewable natural gas (RNG), which can assist in lowering the CI of produced hydrogen. Raw biogas can be produced from various waste streams&#x2014;for example, landfill gas (LFG), or by converting wet waste into biogas via anaerobic digestion. Raw biogas is a mixture of CH<sub>4</sub> and CO<sub>2</sub> with water, sulfur, and other contaminants. It must be upgraded by separation and purification to become pipeline-grade RNG, which is interchangeable with fossil natural gas. We focused on RNG from LFG reforming in this paper.</p>
<p>Waste feedstocks are not produced intentionally and must be treated and disposed of. Thus, credits are taken for avoided emissions related to the business-as-usual treatment of waste feedstock. In the present work, we computed life-cycle emissions of LFG pathways by using a carbon neutrality approach, in which CO<sub>2</sub> arising from biogenic carbon combustion is considered as CO<sub>2</sub> from the air when organic materials are produced (<xref ref-type="bibr" rid="B15">Eggleston et al., 2006</xref>; <xref ref-type="bibr" rid="B55">U.S. EPA, 2010</xref>). Credits were taken for the business-as-usual practice (flaring of LFG), which causes small N<sub>2</sub>O and CH<sub>4</sub> emissions. These credits are relatively small.</p>
<p>Key considerations are energy use during biogas upgrading to RNG and transportation operations, types of waste components, climate conditions, waste decay rates, collection strategy, landcover, and oxidation factors (<xref ref-type="bibr" rid="B33">Lee et al., 2017</xref>). Details of the RNG pathways are described in <xref ref-type="bibr" rid="B33">Lee et al. (2017)</xref>, <xref ref-type="bibr" rid="B31">Lee et al. (2016a)</xref>, <xref ref-type="bibr" rid="B30">Lee et al. (2021)</xref>, as well as <xref ref-type="bibr" rid="B32">Lee et al. (2016b)</xref>, <xref ref-type="bibr" rid="B37">Mintz et al. (2010)</xref>, <xref ref-type="bibr" rid="B21">Han et al. (2011)</xref>.</p>
</sec>
</sec>
<sec id="s2-2">
<title>2.2 Water electrolysis</title>
<p>Hydrogen can also be produced via splitting water molecules by using an electrochemical reaction termed electrolysis process. We discuss low-temperature electrolysis via PEM and high-temperature electrolysis via SOEC. PEM electrolyzer energy efficiency was adopted from the DOE Hydrogen and Fuel Cells Program Record (<xref ref-type="bibr" rid="B52">U.S. DOE, 2019</xref>). Efficiency, defined as the produced hydrogen&#x2019;s heating value on a lower heating value (LHV) basis divided by the total electric energy usage, was 60.1% (55.5&#xa0;kWh/kgH<sub>2</sub>), representing current performance.</p>
<p>High-temperature electrolysis in SOECs take advantage of increased electrolysis energy efficiency with elevated temperatures. We adopted information from the DOE Hydrogen and Fuel Cells Program Record &#x23;20006 (<xref ref-type="bibr" rid="B53">U.S. DOE, 2020</xref>), in which steam and electricity from nuclear light water reactor (LWR) are used to power the SOEC. Near-term implementations would likely draw high-quality steam from the LWR steam manifold (<xref ref-type="bibr" rid="B59">Wendt and Boardman, 2022</xref>) for the thermal energy needs of SOEC. This is the same steam that would otherwise be used for electricity generation via the steam turbine. Therefore, we converted the SOEC thermal demand to an equivalent electricity by using a steam power plant net thermal efficiency of 33%. This converted value was added to the SOEC electrical power demand, resulting in a total hydrogen production efficiency of 79% (LHV basis), which equates to 42&#xa0;kWh/kgH<sub>2</sub> of equivalent electricity consumption. SOEC upstream emissions arise from the carbon intensity of the nuclear fuel cycle associated with LWR nuclear power generation, which is the default nuclear power technology in R&#x26;D GREET.</p>
<p>All GHG emissions associated with water electrolysis arise from upstream power generation, which are considered zero for solar, wind, and hydroelectric power (excluding equipment-embodied emissions). These scenarios are labelled LTE Renewable. PEM electrolysis with conventional LWR nuclear power has emissions related to the uranium supply chain to the nuclear reactor.</p>
</sec>
<sec id="s2-3">
<title>2.3 Biomass gasification</title>
<p>The H2A model (<xref ref-type="bibr" rid="B36">Mann and Steward, 2018</xref>) is used for the biomass gasification pathway in the R&#x26;D GREET. In the model, gasification char is used in a dryer to dry poplar biomass from 50&#xa0;wt% to 12&#xa0;wt% moisture content. The biomass is subsequently gasified in steam, and the gaseous product is passed through a steam reformer. The resulting syngas goes through low- and high-temperature shift reactors to produce a hydrogen-rich gas mixture. Hydrogen is recovered through PSA, and its tail gas is used as a fuel to provide thermal energy and power for the process. The energy efficiency of the biomass gasification process on an LHV basis is 44.2% with 2.3% of total energy coming from NG, 0.6% from grid electricity, and 97.1% from biomass.</p>
</sec>
<sec id="s2-4">
<title>2.4 Coal gasification</title>
<p>Hydrogen can be produced by gasification of coal and then reacting the generated syngas with steam. In the coal gasification process, coal is first dried with air and then fed into the gasifier along with oxygen from an air separation unit to produce syngas. In the next step, the syngas goes through a scrubber and undergoes a water gas shift reaction to produce mainly CO<sub>2</sub> and hydrogen-rich process gas. CO<sub>2</sub> is removed via PSA to produce pure hydrogen. If not captured, CO<sub>2</sub> leaves through the stack. Case 4 from <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref> is used for energy and mass balance inventory for coal gasification without a CCS pathway. In coal gasification with CCS, after the shift reaction, most of the CO<sub>2</sub> is captured in a capture (Selexol) unit and then compressed and transported for sequestration. Case 5 from <xref ref-type="bibr" rid="B34">Lewis et al. (2022)</xref> is used for energy and mass balance inventory for coal gasification with CCS.</p>
</sec>
<sec id="s2-5">
<title>2.5 Byproduct hydrogen</title>
<p>Byproduct hydrogen is co-produced in technologies in which hydrogen is produced in small quantities relative to other products. The emissions occurring at such facilities can be allocated to various products based on mass, energy, or market value and therefore, may allow recovery of low-CI hydrogen. We cover byproduct hydrogen from chlor-alkali plants and natural gas liquid steam cracker plants in this section.</p>
<sec id="s2-5-1">
<title>2.5.1 Chlor-alkali hydrogen</title>
<p>Chlor-alkali (C-A) processes produce Cl<sub>2</sub>, NaOH, and nearly pure hydrogen electrochemically via electrolysis of brine. Hydrogen can be used for process heat, sold, or vented/flared. For plants that use hydrogen for process heat, hydrogen may be otherwise sold while sourcing NG to replace the forgone energy in the sold hydrogen. The default R&#x26;D GREET chlor-alkali pathway considers that C-A hydrogen is recovered and compressed to 20&#xa0;bars for export. Therefore, we treat Cl<sub>2</sub>, NaOH, and hydrogen as C-A co-products and allocate emissions among them on a mass basis. The mass yields of Cl<sub>2</sub>, NaOH, and hydrogen lead to allocation factors of 46%, 52%, and 1.3%, respectively. C-A facilities may generate other co-products, such as KOH, HCl, NaOCl, Ethylene Dichloride (EDC), and Vinyl Chloride Monomer (VCM). In such facilities, the allocation factors may vary based on the production amount of each chemical. In this work, we have accounted for an industry-weighted average production and calculated the allocation factors accordingly. Additionally, hydrogen is produced at 1.3&#xa0;bar in the C-A process. For consistent comparison with hydrogen production via methane reforming and water electrolysis, we consider the additional electricity required to compress hydrogen from 1.3 bar to 20&#xa0;bar and allocate the compression burden to hydrogen.</p>
<p>Existing C-A plants use a range of electrolysis technologies. The most common configuration uses a membrane cell, relies on grid power (no CHP), and has no electricity or steam displacement credits. We developed a fuel inventory from which emissions were computed with R&#x26;D GREET.</p>
</sec>
<sec id="s2-5-2">
<title>2.5.2 Natural gas liquids steam cracking hydrogen</title>
<p>Natural gas liquids (NGL) are by-products of natural gas processing plants and are key feedstocks for petrochemicals production after conversion to light olefins in NGL steam cracker plants. Hydrogen is present in the process tail gas, which is used as fuel by the plant furnaces. This hydrogen can be recovered via PSA (<xref ref-type="bibr" rid="B29">Lee and Elgowainy, 2018</xref>). In the United States, current and planned NGL cracker plants could produce 3.5 million tonnes of hydrogen per year by 2025, especially in the U.S. Gulf Coast region (<xref ref-type="bibr" rid="B29">Lee and Elgowainy, 2018</xref>; <xref ref-type="bibr" rid="B60">Woodward, 2017</xref>).</p>
<p>When hydrogen is recovered from the process tail gas for export instead of being combusted with tail gas in the furnace, its energy value must be replaced (substituted) by an alternative energy source, such as NG. In this analysis, energy use and emissions for NGL cracker hydrogen arise from the furnace fuel substitution. For each kg of recovered hydrogen, 120&#xa0;MJ (LHV basis) of NG fuel is substituted. The associated burdens are the upstream burdens for procuring and combusting 120&#xa0;MJ of NG, plus the upstream burdens associated with the PSA electricity use for hydrogen purification. All such burdens are allocated to the sold hydrogen (<xref ref-type="bibr" rid="B29">Lee and Elgowainy, 2018</xref>). We assumed 0.5&#xa0;kWh/kgH<sub>2</sub> for the PSA step needed for hydrogen separation from tail gas.</p>
</sec>
</sec>
</sec>
<sec id="s3">
<title>3 Emerging technologies</title>
<p>While methane reforming and water electrolysis are established technologies and widely used methods of hydrogen production, there are several emerging technologies for hydrogen production that are at various technology readiness levels (TRLs).</p>
<sec id="s3-1">
<title>3.1 Methane pyrolysis</title>
<p>Methane pyrolysis has been of recent interest in the United States. It decomposes methane into its constituent molecules: carbon and hydrogen. This process is usually carried out at high temperatures (above 1,000&#xb0;C), though catalysts may be added to reduce the reaction temperature. The equation for this reaction is shown in <xref ref-type="disp-formula" rid="e1">Equation 1</xref>:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>While typically used for carbon black production, methane pyrolysis has potential for hydrogen production. Unlike most emerging technologies, methane pyrolysis is currently applied on an industrial scale to produce carbon black and hydrogen at a facility operated by Monolith Inc. Monolith uses plasma to achieve the high temperatures needed for uncatalyzed decomposition of methane. Currently, this is the only industrial-scale methane pyrolysis facility operating in the United States; many other methane pyrolysis projects are still in the pilot- or bench-scale phases. Methane pyrolysis pathway in R&#x26;D GREET relied on operation data obtained from Monolith Inc. and can be found in the <xref ref-type="sec" rid="s12">Supplementary Material</xref> (<xref ref-type="bibr" rid="B58">Vyawahare et al., 2023</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 Partial oxidation</title>
<p>Partial oxidation (POx) is another emerging technology for hydrogen production that involves reacting methane with O<sub>2</sub>, partially oxidizing methane into CO and hydrogen according to <xref ref-type="disp-formula" rid="e2">Equation 2</xref>:<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Unlike the endothermic steam reforming reaction used in SMR plants, POx involves an exothermic reaction, making it the faster reaction of the two (<xref ref-type="bibr" rid="B48">Steinberg and Cheng, 1989</xref>). Furthermore, the endothermic nature of steam reforming makes it dependent on external heating sources to maintain the appropriate reaction temperature. However, the requirement for high purity oxygen for the POx reaction increases the costs associated with this method of hydrogen production (<xref ref-type="bibr" rid="B12">Chaubey et al., 2013</xref>). The endothermic nature of steam reforming and exothermic nature of POx can be further exploited by combining both processes to form a new process known as ATR, discussed in <xref ref-type="sec" rid="s2-1-3">Section 2.1.3</xref>. In ATR, heat produced by POx is used as a heat source for steam reforming, resulting in a reaction system that has net-zero enthalpy (<xref ref-type="bibr" rid="B46">Semelsberger 2009</xref>). However, due to lack of process level data for POx, we did not perform a LCA for this hydrogen production pathway.</p>
</sec>
<sec id="s3-3">
<title>3.3 Geologic hydrogen</title>
<p>Recently, there has been growing interest in extracting hydrogen that is naturally produced or externally stimulated and recovered from underground geologic formations. The two main mechanisms of hydrogen formation are serpentinization and radiolysis; the former of which involves the reduction of water to produce hydrogen, while the latter describes the production of hydrogen via the decomposition water due to exposure to ionizing radiation (<xref ref-type="bibr" rid="B61">Yedinak, 2022</xref>). These reservoirs potentially contain trillions of tons of untapped hydrogen reserves, which has the potential to provide hydrogen for hundreds of years (<xref ref-type="bibr" rid="B41">Pearce, 2024</xref>; <xref ref-type="bibr" rid="B56">USGS, 2023</xref>). However, factors such as high reactivity, high diffusivity, and imperfect analytical techniques have hindered hydrogen exploration efforts (<xref ref-type="bibr" rid="B63">Zgonnik, 2020</xref>). Currently, research is being carried out to determine the feasibility of geologic hydrogen extraction with the U.S. Department of Energy dedicating 20 million USD to the topic (<xref ref-type="bibr" rid="B5">ARPA-E, 2024</xref>). As this method of hydrogen production is still in its infancy, there is insufficient data available to perform a credible LCA for determining associated CI.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Hydrogen conditioning and delivery pathways</title>
<sec id="s4-1">
<title>4.1 Hydrogen transportation and distribution</title>
<p>Gaseous hydrogen can be delivered from the production facility to refueling stations either by tube-trailer or pipeline. On the other hand, liquefied hydrogen can be transported via cryogenic tanker trucks to refueling stations. In R&#x26;D GREET, we assume a default transportation distance of 161&#xa0;km (100 mi). In gaseous hydrogen scenarios, a bulk loading terminal is co-located at the hydrogen production site and grid electricity is required for compression. More information on hydrogen compression can be found in the <xref ref-type="sec" rid="s12">Supplementary Material</xref>. In liquefied hydrogen scenarios, a liquefier is co-located at the hydrogen production site and is operated using grid electricity as well. However, the electricity source may change depending on the electricity used for hydrogen production (e.g., hydro or nuclear power).</p>
<p>In nuclear power scenarios for hydrogen production via water electrolysis, the gaseous hydrogen terminal and liquefier are assumed to use nuclear power, instead of the grid mix. If solar or wind power is used, grid electricity is assumed to be used to power the liquefier and the gaseous hydrogen loading terminal instead. This is due to the intermittent nature of these electricity sources, making them unsuitable for providing electricity to applications that require a steady source of electricity to function. However, as hydroelectricity is a reliable source of renewable power, we considered it as the default source of electricity to operate the liquefier and hydrogen loading terminals if it is also used to produce hydrogen.</p>
<p>While there is no hydrogen losses considered in the transportation and distribution (T&#x26;D) or at the hydrogen refueling station (HRS) for gaseous hydrogen, liquid hydrogen is assumed to incur some loss at each stage due to boiling off. These include a loss of 0.5% at the liquefaction plant, 0.3% at the bulk terminal, 5% of unloaded amount at refueling station, and 4&#xa0;kg per day per cryopump at the HRS. More details are provided in <xref ref-type="bibr" rid="B16">Frank et al. (2021)</xref>.</p>
</sec>
<sec id="s4-2">
<title>4.2 Hydrogen liquefaction</title>
<p>Liquefaction is an energy-intensive process. We developed the energy intensity in R&#x26;D GREET by surveying gas industry experts about existing technology (liquid nitrogen precooling and Claude cycle liquefaction). Our analysis assumes an energy intensity of 11&#xa0;kWh/kgLH<sub>2</sub>, which is representative of a 20 tonnes/day liquefier built with existing technology. Since they are not yet proven, we do not consider potential future high-efficiency liquefiers that may potentially achieve 6&#xa0;kWh/kgLH<sub>2</sub> at the 50&#xa0;tonnes/day scale (<xref ref-type="bibr" rid="B10">Cardella et al., 2017</xref>).</p>
</sec>
<sec id="s4-3">
<title>4.3 Hydrogen storage</title>
<p>Following the transportation of hydrogen to the refueling station, it must be stored while awaiting use. Hydrogen storage systems can be broadly classified into two categories: physical storage and geological storage. The most common methods of physical storage in small quantities (up to a few tons) either compress hydrogen into storage tanks or liquefy hydrogen for storage in cryogenic tanks. Storage tanks are often located at refueling stations and differ depending on whether they will store gaseous or liquid hydrogen. Gaseous hydrogen storage tanks are typically made to withstand high pressures and have a maximum pressure of &#x223c;1,000 bar (<xref ref-type="bibr" rid="B4">Argonne National Laboratory, 2023</xref>), while liquid hydrogen storage tanks need to be well-insulated to maintain cryogenic conditions. In R&#x26;D GREET, compression is considered for gaseous hydrogen storage, while liquid hydrogen storage tanks are assumed to consume electricity for pumping operations.</p>
<p>Other methods of physical hydrogen storage have been developed. One example is chemical storage, in which hydrogen is converted to hydrides such as magnesium hydride, ammonia, or methanol (<xref ref-type="bibr" rid="B3">Andersson and Gr&#xf6;nkvist, 2019</xref>). Due to the strong bonds formed in metal hydrides, they can be stored safely in high-density in ambient conditions, though high energy input is required to subsequently release the hydrogen (<xref ref-type="bibr" rid="B6">Bellosta von Colbe et al., 2019</xref>). On the other hand, chemical storage in the form of common chemicals such as ammonia and methanol tend to be favored over metal hydrides, due to their established nature in terms of the manufacturing technology and transportation infrastructure. Geologic hydrogen storage can store vast quantities (thousands of tons) of hydrogen in naturally occurring subsurface reservoirs, which does not require maintenance or storage vessels like physical storage. Instead, the hydrogen can be injected into developed salt caverns where impermeable salt layers act as a natural barrier to prevent hydrogen from escaping (<xref ref-type="bibr" rid="B1">Aftab et al., 2022</xref>). Salt caverns have already been deployed in the U.S. Gulf of Mexico region. There are no GHG emissions associated with cavern operation for hydrogen storage. There are indirect emissions associated with compression of hydrogen for storage, which is included in the compression stage.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s5">
<title>5 Results and discussion</title>
<p>The WTG emission results for the hydrogen pathways in R&#x26;D GREET are provided in <xref ref-type="fig" rid="F1">Figure 1</xref>. These results do not include CapEx embodied emissions associated with construction of hydrogen production facilities. Conventional SMR without CCS and NGL cracking produce hydrogen with the highest carbon intensities at 9.3 and 8.5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, respectively. The high carbon intensity of hydrogen production from NGL cracking comes from replacing energy in hydrogen separated from tail gas with natural gas combustion for NGL cracking process. While the production of hydrogen via coal gasification generates high GHG emissions at 18.6&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, this is not a common method of hydrogen production in the United States. Coal gasification with CCS significantly reduces GHG emissions associated with hydrogen production. The other methods of hydrogen production, such as water electrolysis using clean electricity, by-product hydrogen from chlor-alkali, biomass gasification, methane pyrolysis, and SMR and ATR with CCS have significantly lower hydrogen CI as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. When CCS systems are implemented or RNG is used, ATR and SMR on-site emissions can be significantly reduced.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>WTG results for hydrogen pathways in R&#x26;D GREET.</p>
</caption>
<graphic xlink:href="fenrg-12-1473383-g001.tif"/>
</fig>
<p>For many hydrogen production technologies, upstream (supply chain) emissions play a significant role in the CI of produced hydrogen. Upstream emissions for feedstock and energy supply to hydrogen production technologies can be subdivided into two categories: Upstream emissions associated with electricity generation and transmission, and upstream emissions associated with feedstock and process energy acquisition. Upstream emissions associated with electricity supply are the primary driving factor of GHG emissions for electrolysis, chlor-alkali, and methane pyrolysis pathways, accounting for at least half of overall emissions in the pathway. As a result, the hydrogen CI from these pathways can be significantly reduced if clean electricity is used, thus presenting a significant decarbonization opportunity. On the other hand, upstream emissions associated with feedstock and process energy acquisition are the key drivers of GHG emissions for coal gasification with CCS, biomass gasification, SMR with CCS, SMR using LFG, and ATR with CCS, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. However, unlike upstream emissions associated with electricity supply, these emissions are harder to mitigate by hydrogen producers. This is because their supply chain often involves multiple activities that are heavily reliant on fossil fuels, such as mining for coal, recovery, processing and fugitive methane emissions for natural gas, as well as transporting these feedstocks to the hydrogen production plant.</p>
<p>We examined the impact of electricity CI on several hydrogen pathways in <xref ref-type="fig" rid="F2">Figure 2</xref>. For this sensitivity analysis, we examined electricity from three different sources: renewable electricity, United States grid mix (440&#xa0;gCO<sub>2</sub>e/kWh), and Hawaiian grid mix (870&#xa0;gCO<sub>2</sub>e/kWh). SMR, NGL, and biomass gasification are the least affected by the CI of electricity due to the minor role of electricity in these processes, accounting for 0.5, 2.6, and 11% of hydrogen CI, respectively, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. As the implementation of CCS systems demand additional electricity, hydrogen production pathways that use CCS, such as SMR, ATR, and coal gasification show higher contribution of electricity supply emissions to hydrogen CI. Water electrolysis and methane pyrolysis, however, show the largest impact of electricity supply emissions on hydrogen CI. This is because of their significant electricity consumption per unit of hydrogen produced, as shown in <xref ref-type="sec" rid="s12">Supplementary Table S3</xref>. As the C-A process also involves high electricity use for the electrolysis of brine solution, the CI of its products are also expected to be largely dependent on the CI of electricity supply. Hydrogen CI produced via water electrolysis is directly proportional to the CI of electricity used.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Effect of the carbon intensity of electricity used on the GHG emissions of hydrogen production.</p>
</caption>
<graphic xlink:href="fenrg-12-1473383-g002.tif"/>
</fig>
<p>We also carried out a sensitivity analysis on hydrogen production pathways that rely on natural gas. As methane is a potent GHG with a Global Warming Potential (GWP) of 29.8 (<xref ref-type="bibr" rid="B23">Intergovernmental Panel on Climate C, 2023</xref>), methane emissions in the NG supply chain can have a significant impact on the hydrogen CI. Sensitivity analysis was carried out using methane emission rates ranging from 0% (low) to 2% (high), with a default value of 1%. The results of this analysis are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. SMR with CCS and ATR with CCS showed the greatest dependence on methane emission rate, with WTG emissions increasing by 1.2 and 1.1&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub>, respectively, at 2% methane emission rate, compared to default value. The increase in GHG emissions for SMR with CCS is higher compared to SMR, as more natural gas is required to meet the increased energy demands of the CCS. Biomass gasification was insensitive to the changed methane emission rate, as natural gas is not a primary energy source for the gasification process. While chlor-alkali and methane pyrolysis, which is sensitive to methane emissions, rely heavily on electricity, the allocation of emissions between hydrogen and other co-products reduces the sensitivity to the methane emission rate.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Effect of natural gas supply chain methane emissions on the carbon intensity of hydrogen.</p>
</caption>
<graphic xlink:href="fenrg-12-1473383-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the gate-to-pump (GTP) emissions for each step after the hydrogen leaves the production plant up to hydrogen refueling station for hydrogen vehicle applications. These emission sources can be broken down into several steps: compressing gaseous hydrogen for delivery and storage, liquefaction, transportation to destination, and any additional compression and precooling required for dispensing or storage at HRS. Compressing hydrogen at the plant gate for tube-trailer loading or pipeline delivery is carried out next to production and thus, the electricity supply is assumed to be sourced from the regional grid around the hydrogen plant. Using U.S. grid electricity for this compression step contributes 0.8&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> to overall emissions for loading tube-trailers and 0.3&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for pipeline delivery, constituting 63% of total GTP emissions for gaseous hydrogen transported via tube-trailers and 20% for pipelines. As the compression process for hydrogen delivery requires a dispatchable source of electricity, intermittent electricity sources such as solar PV (photovoltaic) and wind may not be suitable for this process without energy storage system to mitigate the intermittency. Thus, compression is assumed to rely on regional grid electricity, even though the facility may be using solar PV or wind electricity for hydrogen production. To reduce these emissions, other clean dispatchable electricity sources such as hydroelectricity and nuclear power can be used, as shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. However, this effect is less significant when hydrogen is transported through pipelines due to the higher electricity consumption at HRS. Using grid electricity, the pressurization requirements for storage at the HRS contribute 1.2&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> to overall emissions and represent 76% of GTP emissions for pipelines. While gaseous hydrogen delivery via pipeline is less energy and emissions intensive (80% lower) compared to tube-trailer delivery, it incurs higher GHG emissions at HRS due to the higher compression ratio at HRS. Alternatively, the gaseous hydrogen may be liquefied and subsequently transported to the HRS via cryogenic tanker truck. The liquefaction step is energy-intensive, contributing a significant 5&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> to GTP emissions when U.S. average grid electricity is used. These emissions can only be reduced by using a dispatchable source of clean electricity, e.g., hydro and nuclear power. For this analysis, we assumed that all hydrogen production methods used grid electricity unless otherwise specified.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Gate-to-Pump emissions for gaseous and liquid hydrogen. 100 mi of transportation distance is assumed.</p>
</caption>
<graphic xlink:href="fenrg-12-1473383-g004.tif"/>
</fig>
<p>While we did not include CapEx embodied emissions in the aforementioned analysis, our previous work on embodied emissions clearly showed that it has a significant impact on the CI of hydrogen produced via electrolysis using renewable energy (<xref ref-type="bibr" rid="B17">Gan et al., 2023</xref>; <xref ref-type="bibr" rid="B18">Gan et al., 2024</xref>). Therefore, it is important to understand the impact of embodied emissions on the CI of hydrogen produced from various technologies.</p>
<p>In <xref ref-type="fig" rid="F5">Figure 5</xref>, we included embodied emissions coming from the feedstock and electricity inputs, such as the construction of coal mines and farming equipment, as well as the GHG emissions from the construction of hydrogen production facilities and electrolyzers (<xref ref-type="bibr" rid="B24">Iyer et al., 2024</xref>). In addition, we assumed that the emissions from SMR facility construction would be similar for ATR, methane pyrolysis, and gasification. However, these emissions are small and do not have a significant impact on the CI of hydrogen. <xref ref-type="fig" rid="F5">Figure 5</xref> shows the impact of CapEx embodied emissions on the CI of hydrogen produced via a variety of technology pathways, such as SMR, ATR, coal and biomass gasification, and water electrolysis. We observed that the CapEx embodied emissions for SMR, ATR, coal gasification, and methane pyrolysis comprise between 0.7% and 6% of total life cycle GHG emissions associated with hydrogen production. Embodied emissions have a large impact on hydrogen CI from biomass gasification, mainly due to the farming equipment. They also have large impact on the hydrogen CI from water electrolysis using renewable electricity, contributing approximately 2&#xa0;kgCO<sub>2</sub>e/kgH<sub>2</sub> for solar power.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>CI of hydrogen produced from various production technologies including CapEx embodied emissions.</p>
</caption>
<graphic xlink:href="fenrg-12-1473383-g005.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>This paper examines the CI of hydrogen produced via a variety of conventional and emerging technologies, as well as its packaging (compression and liquefaction), delivery and storage in the United States. The feedstock and energy supply chain upstream GHG emissions play a significant role in the CI of hydrogen production and thus using biogenic feedstock (e.g., biogas) and/or clean electricity (e.g., renewable or nuclear power), a low CI hydrogen production can be achieved. As clean electricity is currently the simplest approach of the two, many hydrogen producers may consider water electrolysis or other emerging technologies such as plasma pyrolysis of methane, both of which consume large amounts of electricity per unit of hydrogen produced. Also, onsite emissions can be mitigated via carbon management technologies such as CCS. Hydrogen packaging and delivery also contribute significant GHG emissions due to the high electricity requirement for hydrogen compression and liquefaction. Finally, embodied emissions can have a significant impact on the CI of hydrogen produced and cannot be ignored in some cases. Overall, mitigating feedstock supply chain GHG emissions (e.g., CH<sub>4</sub> emissions in the NG supply chain), utilizing cleaner energy supply (e.g., clean electricity for water electrolysis and methane pyrolysis, and RNG for SMR and ATR), implementing carbon management strategies (e.g., CCS), and using clean electricity for hydrogen compression and liquefaction can substantially reduce the life cycle carbon footprint of hydrogen supplied to various end use applications.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://greet.anl.gov/">https://greet.anl.gov/</ext-link>.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>AE: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing&#x2013;review and editing. PV: Formal Analysis, Investigation, Methodology, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. CN: Data curation, Formal Analysis, Investigation, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. EF: Conceptualization, Writing&#x2013;review and editing, Data curation, Investigation. AdB: Conceptualization, Writing&#x2013;review and editing, Validation. AnB: Conceptualization, Writing&#x2013;review and editing. PS: Conceptualization, Writing&#x2013;review and editing. HC: Conceptualization, Writing&#x2013;review and editing. UL: Conceptualization, Writing&#x2013;review and editing. KR: Writing&#x2013;review and editing, Conceptualization. MW: Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Argonne National Laboratory&#x2019;s work was supported by the U.S. Department of Energy, Office Energy Efficiency and Renewable Energy, Hydrogen and Fuel Cell Technologies Office under contract DE-AC02-06CH11357.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenrg.2024.1473383/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2024.1473383/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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