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<front>
<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>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1124621</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2023.1124621</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>Pore-scale study of microbial hydrogen consumption and wettability alteration during underground hydrogen storage</article-title>
<alt-title alt-title-type="left-running-head">Liu 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.2023.1124621">10.3389/fenrg.2023.1124621</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Na</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2041386/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kovscek</surname>
<given-names>Anthony R.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fern&#xf8;</surname>
<given-names>Martin A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dopffel</surname>
<given-names>Nicole</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/891528/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Physics and Technology</institution>, <institution>University of Bergen</institution>, <addr-line>Bergen</addr-line>, <country>Norway</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Energy Science &#x26; Engineering</institution>, <institution>Stanford University</institution>, <addr-line>Stanford</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Energy &#x26; Technology</institution>, <institution>NORCE Norwegian Research Centre AS</institution>, <addr-line>Bergen</addr-line>, <country>Norway</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/244122/overview">Nicholas P. Stadie</ext-link>, Montana State University, 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/154554/overview">Anozie Ebigbo</ext-link>, Helmut Schmidt University, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/447017/overview">Vikram Vishal</ext-link>, Indian Institute of Technology Bombay, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Na Liu, <email>Na.Liu@uib.no</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Hydrogen Storage and Production, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1124621</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Liu, Kovscek, Fern&#xf8; and Dopffel.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Liu, Kovscek, Fern&#xf8; and Dopffel</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 can be a renewable energy carrier and is suggested to store renewable energy and mitigate carbon dioxide emissions. Subsurface storage of hydrogen in salt caverns, deep saline formations, and depleted oil/gas reservoirs would help to overcome imbalances between supply and demand of renewable energy. Hydrogen, however, is one of the most important electron donors for many subsurface microbial processes, including methanogenesis, sulfate reduction, and acetogenesis. These processes cause hydrogen loss and changes of reservoir properties during geological hydrogen storage operations. Here, we report the results of a typical halophilic sulfate-reducing bacterium growing in a microfluidic pore network saturated with hydrogen gas at 35&#xa0;bar and 37&#xb0;C. Test duration is 9&#xa0;days. We observed a significant loss of H<sub>2</sub> from microbial consumption after 2&#xa0;days following injection into a microfluidic device. The consumption rate decreased over time as the microbial activity declined in the pore network. The consumption rate is influenced profoundly by the surface area of H<sub>2</sub> bubbles and microbial activity. Microbial growth in the silicon pore network was observed to change the surface wettability from a water-wet to a neutral-wet state. Due to the coupling effect of H<sub>2</sub> consumption by microbes and wettability alteration, the number of disconnected H<sub>2</sub> bubbles in the pore network increased sharply over time. These results may have significant implications for hydrogen recovery and gas injectivity. First, pore-scale experimental results reveal the impacts of subsurface microbial growth on H<sub>2</sub> in storage, which are useful to estimate rapidly the risk of microbial growth during subsurface H<sub>2</sub> storage. Second, microvisual experiments provide critical observations of bubble-liquid interfacial area and reaction rate that are essential to the modeling that is needed to make long-term predictions. Third, results help us to improve the selection criteria for future storage sites.</p>
</abstract>
<kwd-group>
<kwd>hydrogen subsurface storage</kwd>
<kwd>microbial effects</kwd>
<kwd>microfluidic pore network</kwd>
<kwd>hydrogen consumption</kwd>
<kwd>contact angle</kwd>
<kwd>wettability</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Underground hydrogen storage (UHS) has been proposed as a reliable and safe technology to store large quantities of hydrogen (H<sub>2</sub>), which is produced from a surplus of renewable electrical energy (power-to-gas). This stored H<sub>2</sub> can subsequently compensate the seasonal fluctuations in the supply and demand of renewable energy (<xref ref-type="bibr" rid="B8">Carden and Paterson, 1979</xref>; <xref ref-type="bibr" rid="B30">Muhammed et al., 2022</xref>). Current subsurface storage projects in Europe often concentrated on storing H<sub>2</sub> in artificially constructed salt caverns, e.g., the HyUnder project (<xref ref-type="bibr" rid="B25">Landinger et al., 2014</xref>) because salt cavern storage is suggested to be suitable to short-to medium-term energy demand fluctuations (<xref ref-type="bibr" rid="B18">Heinemann et al., 2021a</xref>).</p>
<p>For long-term and large-scale H<sub>2</sub> storages, depleted oil and gas fields and saline aquifers are potential storage formations (<xref ref-type="bibr" rid="B19">Heinemann et al., 2018</xref>; <xref ref-type="bibr" rid="B20">Hemme and Van Berk, 2018</xref>), due to the large storage capability and well-known geological structure from former exploration (<xref ref-type="bibr" rid="B39">Zivar et al., 2021</xref>; <xref ref-type="bibr" rid="B21">Jafari Raad et al., 2022</xref>; <xref ref-type="bibr" rid="B30">Muhammed et al., 2022</xref>). The elevation of H<sub>2</sub> concentration following injection, however, may stimulate the growth of hydrogenotrophic microorganisms in the subsurface. This can have adverse implications for gas storage and withdrawal efficiency including microbial H<sub>2</sub> consumption, gas composition changes, clogging and corrosion (<xref ref-type="bibr" rid="B11">Dopffel et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Thaysen et al., 2021</xref>). Several recent reviews discussed the potential microbial risks in subsurface H<sub>2</sub> storage and highlighted the importance of monitoring and controls of microbial activity in subsurface environments (<xref ref-type="bibr" rid="B17">Heinemann et al., 2021b</xref>; <xref ref-type="bibr" rid="B11">Dopffel et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Zivar et al., 2021</xref>). Thaysen et al. (<xref ref-type="bibr" rid="B37">Thaysen et al., 2021</xref>) estimated the risk for microbial growth in 42 depleted oil and gas fields and showed that microbial growth and H<sub>2</sub> consumption will likely occur in low-salinity and low-temperature reservoirs.</p>
<p>Three microbial metabolisms are associated with the highest risks for implementing UHS: methanogenesis, sulfate reduction, and acetogenesis. The stored H<sub>2</sub> can be microbially converted to CH<sub>4</sub>, H<sub>2</sub>S, and CH<sub>3</sub>COOH respectively. The activity of different microbial processes depends on the availability of microorganisms and electron acceptors such as sulfate or carbon dioxide in the reservoir (<xref ref-type="bibr" rid="B11">Dopffel et al., 2021</xref>). Especially, sulfate-reducing bacteria are commonly found in hydrocarbon reservoirs, which prefer temperatures around 38&#xb0;C and near-neutral pH conditions (<xref ref-type="bibr" rid="B34">Schwartz and Postgate, 1985</xref>), but can also be active at high salinity of 24% (<xref ref-type="bibr" rid="B31">Ollivier et al., 1991</xref>) and temperatures above 100&#xb0;C (<xref ref-type="bibr" rid="B24">J&#xf8;rgensen et al., 1992</xref>). Sulfate-reducing bacteria can use sulfate as an electron acceptor to oxidize H<sub>2</sub> and generate H<sub>2</sub>S, causing permanent H<sub>2</sub> loss and gas contamination (<xref ref-type="bibr" rid="B12">Ebigbo et al., 2013</xref>; <xref ref-type="bibr" rid="B11">Dopffel et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Thaysen et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Zivar et al., 2021</xref>). Due to their activity and growth, the high accumulation of bacterial cells can lead to the formation of biofilms and cause pore-clogging (microbial-induced clogging) near injection wells, resulting in dramatic decreases in gas injectivity (<xref ref-type="bibr" rid="B13">Eddaoui et al., 2021</xref>). A better understanding of microbial processes pertaining to subsurface H<sub>2</sub> storage is essential for precisely estimating the microbial risks and successful implementation at large-scale UHS in the future.</p>
<p>To date there is little experimental data on mechanisms of microbial H<sub>2</sub> consumption (<xref ref-type="bibr" rid="B16">Harris et al., 2007</xref>) and the effect of microbial growth on gas storage efficiency is not fully understood (<xref ref-type="bibr" rid="B37">Thaysen et al., 2021</xref>). In this work, we used a silicon-wafer micromodel with a pore pattern from natural sandstone for direct observations of the microbial-induced sulfate reduction at 35&#xa0;bar and 37&#xb0;C, representing the storage conditions of a shallow aquifer or a gas-water transition zone in a depleted gas field (<xref ref-type="bibr" rid="B29">Lysyy et al., 2022</xref>). A halophilic sulfate-reducing bacteria was cultured with H<sub>2</sub> gas for 9&#xa0;days. Analysis of time-lapsed image series enabled quantitative studies of variation in pore-scale H<sub>2</sub> saturation, contact angle evolution and disconnection with microbial growth. Our results add new experimental data to explain the microbial processes during UHS, that are essential for modeling efforts which are needed to make long-term predictions and improve the selection criteria for future storage sites.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Bacterial strains and growth conditions</title>
<p>
<italic>Desulfohalobium retbaense</italic> DSM 5692, a halophilic sulfate-reducing strain, was used as the model bacterium in this study. It can grow at pH ranging from 5.5&#x2013;8.0, optimum temperature of 37&#xb0;C and optimum salinity of 12% (<xref ref-type="bibr" rid="B31">Ollivier et al., 1991</xref>). Under anaerobic conditions, <italic>Desulfohalobium retbaense</italic> can utilize H<sub>2</sub> as an electron donor and sulfate as electron acceptor producing H<sub>2</sub>S, for growth (<xref ref-type="bibr" rid="B36">Spring et al., 2010</xref>; <xref ref-type="bibr" rid="B38">Tinker et al., 2022</xref>). The organism was grown in the DSM 499 high salinity growth medium with some modifications: Base medium was: 1&#xa0;g/L NH<sub>4</sub>Cl, 0.3&#xa0;g/L K<sub>2</sub>HPO<sub>4</sub>, 0.3&#xa0;g/L KH<sub>2</sub>PO<sub>4</sub>, 20&#xa0;g/L MgCl<sub>2</sub>&#x22c5;6H<sub>2</sub>O, 100&#xa0;g/L NaCl, 2.7&#xa0;g/L CaCl<sub>2</sub>&#x22c5;2H<sub>2</sub>O, 4&#xa0;g/L KCl, 3&#xa0;g/L Na<sub>2</sub>SO<sub>4</sub>, 1&#xa0;mL/L trace element SL-10, 0.5&#xa0;mL/L Na-resazurin solution (0.1% w/v), 0.3&#xa0;g/L Na<sub>2</sub>S&#x22c5;9 H<sub>2</sub>O. 1.5&#xa0;mL of a dense bacterial solution was inoculated in 15&#xa0;mL of base media amended with 80&#xa0;mM sodium lactate, 40&#xa0;mM sodium acetate, 0.3% yeast extract and 0.3% peptone solution at 37&#xb0;C for 7&#xa0;days under anaerobic conditions (N<sub>2</sub> headspace). This 7-day old culture was then used and injected into the micromodel.</p>
</sec>
<sec id="s2-2">
<title>2.2 Experimental setup and microfluidic pore network</title>
<p>The experimental setup consists of a high-pressure micromodel with a Zeiss microscope (Axio Zoom. V16, Zeiss) illuminating with a S ring cold-light (CL 9000 LED) source. This microscope setup was able to capture the whole pore network (total 121 separate images) with a resolution of 4.38&#xa0;&#xb5;m/pixel and acquisition time of 73&#xa0;s. Pore space temperature was kept constant at 37&#xb0;C &#xb1; 0.5&#xb0;C by circulating warm water through internal copper tubes in the chip holder. Experimental pressure was controlled at 35&#xa0;bar by a high precision plunger pump (Quizix Q5000-10&#xa0;K), and a back pressure regulator (EB1ZF1 Equilibar Zero Flow) connected to a pressurized 300&#xa0;mL N<sub>2</sub> cylinder. The experimental setup has a high-precision injection system with a constant dead-volume (10&#xa0;&#xb5;L before the pore network). The silicon micromodel capable of withstanding pressure up to 150&#xa0;bar, was designed based on a thin section from a natural sandstone and the production procedures are found in (<xref ref-type="bibr" rid="B7">Buchgraber et al., 2012</xref>). The pore network constitutes of 36 repetitions of a unique pattern (<xref ref-type="fig" rid="F1">Figure 1</xref>). The pore network has a porosity of 0.61 and pore volume of 11.1&#xa0;&#xb5;L. For image segmentation, the pore network was split into 288 units and units have a porosity range between 0.59 and 0.66. Three areas of interest (a unique pattern) have been identified at inlet, middle and outlet sites (blue rectangles in <xref ref-type="fig" rid="F1">Figure 1A</xref>). The bottom silicon and top borosilicate glass have strongly hydrophilic surfaces due to the fabrication procedure where silicon is oxidized to SiO<sub>2</sub>. Two open channels connect port 1 to 2 and port 3 to 4 across the injection and production sides of the micromodel. A more detailed description of the experimental setup and micromodel properties is found elsewhere (<xref ref-type="bibr" rid="B6">Benali et al., 2022</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> The pore network (26.95 &#xd7; 22.50&#xa0;mm) was split into 16 columns and 18 rows for measurement of local biofilm/H<sub>2</sub> saturation and porosity. Units are shown as red boxes, and the blue rectangles represent the inlet, middle and outlet areas. <bold>(B)</bold> Binary image of the repeating unit of the porous network (1.65 &#xd7; 1.14&#xa0;mm) with black grains and white pore space. <bold>(C)</bold> Simplified schematic of the experimental setup to show the indented flow into the pore network. A more detailed description of the experimental setup can be found in our previous study (<xref ref-type="bibr" rid="B6">Benali et al., 2022</xref>).</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g001.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>2.3 Experimental procedure</title>
<p>The experimental procedure consists of the following steps:<list list-type="simple">
<list-item>
<p>1. Preparation: The pore space was flushed with ethanol, deionized (DI) water, and H<sub>2</sub>O<sub>2</sub> (ACS reagent, 30&#xa0;wt% solution in water, Thermo Scientific&#x2122;) to clean all surfaces and waste from previous experiments, followed by &#x3e; 100 pore volumes (PVs) of DI water.</p>
</list-item>
<list-item>
<p>2. Pressurization: The microfluidic system was pressurized to the operating pressure of 35&#xa0;bar by flowing the growth medium at 50&#xa0;&#x3bc;L/min from port 1 to port 4. The pressure was controlled by the back pressure regulator at the outlet.</p>
</list-item>
<list-item>
<p>3. Bacterial inoculation: To remove residual water in the pore network, approximately 40&#xa0;PVs of growth medium were injected at 20&#xa0;&#x3bc;L/min into the pore network. Then, 10&#xa0;PVs of precultured bacterial solution were injected at 6&#xa0;&#x3bc;L/min for inoculation and bacterial attachment to the pore space surfaces, followed by an 18&#xa0;h of shut-in period. The period of bacterial inoculation was approximately 19&#xa0;h.</p>
</list-item>
<list-item>
<p>4. H<sub>2</sub> drainage: H<sub>2</sub> was injected at 5&#xa0;&#x3bc;L/min in the pore space for 4&#xa0;h. The volumetric flowrate corresponds to a Darcy velocity of 10.15&#xa0;mm/min. After gas breakthrough, 100&#xa0;PVs of H<sub>2</sub> were continually injected into the pore network at the same injection rate.</p>
</list-item>
<list-item>
<p>5. Bacterial experiment: After drainage (i.e., 100 PVs of H<sub>2</sub> injected), all the tubing connected to the pore network were flushed with growth medium to remove H<sub>2</sub> and the microfluidic system was closed and incubated at 37&#xb0;C for 7&#x2013;9&#xa0;days by flowing DI water through bypasses to maintain the system pressure. The spatiotemporal distribution of H<sub>2</sub> gas in the pore network was visualized by the high-resolution microscope system. The bacterial experiment started immediately after H<sub>2</sub> drainage (step 4. above), with a duration of 7&#x2013;9&#xa0;days.</p>
</list-item>
</list>
</p>
<p>A baseline, sterile experiment (i.e., without microbial cells) was performed with the experimental protocol detailed above. Each experiment was repeated twice with comparable results, and we discuss the main results using a single microbial experiment in <xref ref-type="sec" rid="s3">Section 3</xref> below. The repeated experiment demonstrates the same governing mechanisms for wettability change, microbial-induced H<sub>2</sub> loss and disconnection, although with higher initial H<sub>2</sub> saturation and lower biofilm saturation. The reader is referred to the <xref ref-type="sec" rid="s10">Supplementary Material</xref> for more detail.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Microbial-induced clogging</title>
<p>Microbial growth in porous media very often leads to biofilm formation and microbial-induced pore-clogging (<xref ref-type="bibr" rid="B28">Liu et al., 2019</xref>), and this was observed during bacterial inoculation and H<sub>2</sub> drainage processes in this work. Biofilms formed predominantly in the inlet area in less than 0.1% of the pore space after 18&#xa0;h of growth. This is an expected result because <italic>D. retbaense</italic> is not a strong biofilm forming bacterium. We observed that some biofilms, however, blocked the flow of H<sub>2</sub> gas (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>) and reduced gas injectivity occurred. For instance, during H<sub>2</sub> drainage, the shear stress from gas flow pushed some biofilms formed in the injection line into the inlet area, and some biofilms detached from the pore network. There was, however, no new biofilm formation during microbial growth with H<sub>2</sub> gas and the biofilm saturation (S<sub>b</sub>) reduced by 24% compared to S<sub>b</sub> after drainage and culturing in H<sub>2</sub> for 9&#xa0;days (<xref ref-type="fig" rid="F2">Figure 2</xref>). Our hypothesis is that the biofilm reduction arises from a transition of bacterial lifestyle from biofilm-mode to planktonic-mode in a H<sub>2</sub>-rich environment (<xref ref-type="bibr" rid="B22">Jefferson, 2004</xref>; <xref ref-type="bibr" rid="B9">Chua et al., 2014</xref>; <xref ref-type="bibr" rid="B28">Liu et al., 2019</xref>). This hypothesis is corroborated by earlier work (<xref ref-type="bibr" rid="B28">Liu et al., 2019</xref>) where biofilm detachment occurred in high nutrient environments, but cannot be generalized for growth on H<sub>2</sub> based solely on the reported results: whether the lifestyle change is due to either reduced EPS formation or an active detachment process, and if whether cell numbers increased during this process, need to be investigated in future experiments. Our observations are only valid for the bacterial strain studied. Different microbial strains need to be investigated in the future to verify if this effect of H<sub>2</sub>-induced biofilm detachment is common for many bacteria.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Pore space biofilm growth during bacterial inoculation, H<sub>2</sub> drainage and microbial growth with H<sub>2</sub> processes in the pore network over time at 37&#xb0;C and 35&#xa0;bar. The biofilm saturation (S<sub>b</sub>) was measured from high-resolution images of biofilms in the pore network over time (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>), with measurement uncertainty less than 1%. S<sub>b</sub> equals the number of pixels of biofilms in the unit dividing with the number of pixels of pore space. Biofilms in the pore network were mainly formed during the bacterial inoculation stage and the saturation of biofilm in the pore network (S<sub>b</sub>) was only 8&#x2027;10<sup>&#x2212;4</sup>. During the bacterial inoculation process, some biofilms grew in the inlet line to port 1 (see <xref ref-type="fig" rid="F1">Figure 1C</xref>). The flow of H<sub>2</sub> gas brought biofilms in the inlet line into the pore network, resulting in an increase of S<sub>b</sub> (up to 1.3&#x2027;10<sup>&#x2212;4</sup>). In the meantime, the shear stress from gas flow also caused the detachment of biofilms in the pore network. When microbial growth in H<sub>2</sub> gas, cells dispersed from biofilms caused a reduction of S<sub>b</sub>. Note that the plot starts from bacterial inoculation and ends at bacterial growth with H<sub>2</sub> for 9&#xa0;days. The horizontal axis uses a logarithmic scale. <bold>(B)</bold> Distribution of biofilms in the pore network after H<sub>2</sub> drainage (Day 1). Biofilms were mainly formed in the inlet regions (near port 1 and port 2) and partly blocked the pore throats near injection.</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Microbial-induced H<sub>2</sub> loss</title>
<p>In this study, the main microbial process with UHS implications is hydrogenotrophic sulfate reduction (<xref ref-type="bibr" rid="B12">Ebigbo et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Hemme and Van Berk, 2018</xref>; <xref ref-type="bibr" rid="B15">Gregory et al., 2019</xref>):<disp-formula id="equ1">
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<mml:mn>4</mml:mn>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The sulfate-reducing bacterium (<italic>D. retbaense</italic>) used H<sub>2</sub> (aq) as a source of electrons to reduce sulfate and generate H<sub>2</sub>S. <xref ref-type="fig" rid="F3">Figure 3</xref> plots the changes of gas saturation in bacterial (solid lines) and sterilized (dash lines) experiments at inlet, middle and outlet areas (cf. <xref ref-type="fig" rid="F1">Figure 1</xref>). Biofilm formation in the inlet area reduced gas injectivity (cf. <xref ref-type="sec" rid="s3-1">Section 3.1</xref>) and initial H<sub>2</sub> saturation (S<sub>g0</sub>) for the inlet area (S<sub>g0</sub> &#x3d; 0.46) compared with the sterilized experiment (S<sub>g0</sub> &#x3d; 0.60). Note that all plots start from the end of H<sub>2</sub> drainage. After 2&#xa0;days of microbial growth with H<sub>2</sub> gas, the H<sub>2</sub> saturation (S<sub>g</sub>) decreased by 29.4% due to the bacterial consumption, compared with 3.7% for the sterilized case (reduction in the sterilized case is believed to be a combined effect of system leakage and measurement uncertainty). In the following 4&#xa0;days, the reduction of S<sub>g</sub> in the bacterial experiment was low (5&#x2027;10<sup>&#x2212;3</sup>, and similar to the sterilized case), indicating less microbial activity. At the end of experiment (9&#xa0;days), 32.9% of the initially stored H<sub>2</sub> gas was consumed by the microbial cells. The inlet area shows a constant bacterial consumption rate (reduction of S<sub>g</sub> over time) of 0.018&#xa0;per day (constant rate for entire experiment), which is lower compared to the middle (0.03) and outlet (0.025) area for the first 2&#xa0;days. On average, the reduction in H<sub>2</sub> saturation was one order of magnitude larger for the bacterial case (0.024) relative to the sterilized case (0.0029). Similar results were obtained from the repeated experiment (<xref ref-type="sec" rid="s10">Supplementary Figure S2A</xref>) that the consumption rate in the first 2&#xa0;days is much faster than the following days. Note that the initial H<sub>2</sub> saturation for the inlet, middle and outlet was not the same, and the differences of consumption rate were related to the distribution of bacterial solution and H<sub>2</sub> gas in the pore network.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Plots of the dynamics of H<sub>2</sub> saturation in the whole pore network, inlet, middle and outlet areas during bacterial (black solid lines) and sterilized (red dash lines) experiments. Note that all plots start from the end of H<sub>2</sub> drainage, indicating that there is no loss from dissolution here. H<sub>2</sub> saturation (S<sub>g</sub>) was quantified from the segmented 2D images with the maximum uncertainty of 12% (i.e., maximum error &#x3d; 0.12 &#xd7; S<sub>g</sub>). Comparing the sterilized and bacterial experiment for the whole pore network <bold>(A)</bold>, the effect of bacterial consumption can be observed with more rapid decrease and lower S<sub>g</sub> for the bacterial relative to the sterilized experiment. The gas saturation in the inlet <bold>(B)</bold> has a linear decrease during bacterial experiment, and a 34.5% reduction in S<sub>g</sub> from microbial consumption (compared with 3.9% for sterilized conditions). The middle area <bold>(C)</bold> has the similar trend with the pore network that microbial cells consumed approximately 14% of H<sub>2</sub> in the first 2&#xa0;days and only 6.9% in the next 7&#xa0;days. Due to the low gas saturation in the outlet <bold>(D)</bold> from gas drainage, the gas phase was fully consumed in 2&#xa0;days. Without microbial cells, the H<sub>2</sub> loss in the inlet and middle areas was 3.9% for 5&#xa0;days and no H<sub>2</sub> gas was trapped in the outlet area.</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g003.tif"/>
</fig>
<p>The spatial distribution of S<sub>g</sub> per unit during bacterial consumption (<xref ref-type="fig" rid="F4">Figure 4</xref>) showed that the gas phase in the inlet area initially was connected, compared with predominantly disconnected H<sub>2</sub> bubbles in the outlet area due to the effects of snap off (<xref ref-type="bibr" rid="B35">Singh et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Lysyy et al., 2022</xref>). The variation of disconnected H<sub>2</sub> bubbles in the pore network will be detailed in <xref ref-type="sec" rid="s3-4">Section 3.4</xref>. The microbial consumption rate in the pore network was strongly influenced by the interfacial area between gas and brine. Smaller H<sub>2</sub> bubbles improved the H<sub>2</sub> availability for microbial consumption due to i) increased H<sub>2</sub> dissolution and ii) larger contact area between H<sub>2</sub> gas and the microbial cells. We postulate that H<sub>2</sub> availability is a driving mechanism for the observed consumption efficiency and rate in the pore space. Rapid bacterial consumption (within 7&#xa0;h) was observed in the outlet area, occupied with disconnected H<sub>2</sub> bubbles with large contact area. The consumption rate is also determined by activity of the microbial cells, exemplified by a drop in consumption rate (constant S<sub>g</sub>) observed in whole pore network and middle area beyond 2&#xa0;days. We attribute the observed rate reduction to changes of the microbial growing environment. We assume that both sulfate (electron acceptor) and acetate (carbon source) were still available at high concentration in the solution. The loss in activity might therefore be a result of other unfavorable conditions. Bacterial growth in a confined system will lead to formation of bioproducts and sometimes toxins accumulated in the aqueous phase. For example, increased H<sub>2</sub>S/HS<sup>&#x2212;</sup> concentrations from sulfate reduction can be toxic to cells, even to sulfate-reducing cells. This, together with a noticeable pH increase during sulfate reduction, will be unfavorable for continued bacterial growth (<xref ref-type="bibr" rid="B28">Liu et al., 2019</xref>). We were unable to measure H<sub>2</sub>S in the effluent due to the small volumes associated with microfluidic experiments. Hence, the mechanisms for the reduced activity need to be investigated further. Cells in the inlet area were less affected, most likely due to the presence of biofilms that are known to protect embedded cells from environmental stresses like pH change and toxins in the environment (<xref ref-type="bibr" rid="B14">Flemming and Wingender, 2010</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contours plots of H<sub>2</sub> saturation (S<sub>g</sub>) in the pore network during bacterial growth at 37 &#xb1; 0.5&#xb0;C and 35&#xa0;bar. The inlet area near port 1 initially (Day 0) had a higher gas saturation (0.61), while only a few H<sub>2</sub> bubbles saturated near port 4 (S<sub>g</sub> &#x3d; 3.5&#x2027;10<sup>&#x2212;3</sup>). After microbial growth with H<sub>2</sub> gas for 1 day, the gas saturation in the pore network was decreased from 0.201&#x2013;0.146, where the average S<sub>g</sub> reduction rate in each unit was 0.052 per day with a standard deviation of 0.0866. After Day 2, the reduction rate in each unit decreased to 0.009 per day and the H<sub>2</sub> bubbles in the outlet area were fully consumed by microbial cells. From Day 4, the consumption rate decreased to near zero revealing that the microbial activities were dramatically reduced after 4&#xa0;days of culturing in H<sub>2</sub>. To illustrate the S<sub>g</sub> changes more clearly, contour lines in plots were smoothed with a parameter of 9.84&#x2027;10<sup>&#x2212;4</sup>.</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g004.tif"/>
</fig>
<p>Due to the low solubility of H<sub>2</sub> in brine, H<sub>2</sub> loss from diffusion and dissolution will be small compared to microbial-induced loss (see the <xref ref-type="sec" rid="s10">Supplementary Material</xref>) in agreement with previous numerical estimations (<xref ref-type="bibr" rid="B8">Carden and Paterson, 1979</xref>; <xref ref-type="bibr" rid="B3">Anikeev et al., 2021</xref>). Microbial consumption, however, is a major risk for H<sub>2</sub> storage at industrial scale, and specifically for the microbial sulfate reduction in our work. As sulfate compounds are common in subsurface reservoirs, deriving from the aqueous dissolution of mineral phases like anhydrite (CaSO<sub>4</sub>) (<xref ref-type="bibr" rid="B20">Hemme and Van Berk, 2018</xref>), H<sub>2</sub> injection can trigger hydrogenotrophic sulfate reduction due to accelerated activity of sulfate-reducing microorganisms. H<sub>2</sub> can be microbially converted to H<sub>2</sub>S (aq), resulting in H<sub>2</sub> loss (up to 32.9% in this study) and reservoir souring. Our results show that H<sub>2</sub> consumption rates vary over time due to changes in active microbial cells and mass transfer at the interface. Therefore, microbial induced H<sub>2</sub> loss pertaining to underground storage is determined by the reservoir conditions (T, p, pH), microbial cells (activity and density) and mass transfer at the interface. Previous theoretical studies have shown that consumption can vary from 0%&#x2013;17% of the injected H<sub>2</sub>, depending on the aquifer conditions and the involved microbial mechanisms (<xref ref-type="bibr" rid="B37">Thaysen et al., 2021</xref>). We measured H<sub>2</sub> consumption rates at high initial nutrient content, high initial cell numbers and optimal physicochemical conditions for the studied strain, hence, investigating a worst-case scenario for microbial H<sub>2</sub> loss for the oligotrophic subsurface. On the other hand, in the subsurface some effects will favor microbial consumption, for example buffering minerals (carbonates) which will stabilize pH leading to a prolonged microbial activity. Also, under certain flow conditions in the subsurface fresh nutrients and cells might be introduced into the storage area, resulting in a faster consumption rate in the late stage of gas storage compared to our confined system.</p>
</sec>
<sec id="s3-3">
<title>3.3 Microbial-induced wettability alteration</title>
<p>The drainage of H<sub>2</sub> into the pore network containing two solutions with the same salinity resulted in non-identical gas distribution (<xref ref-type="fig" rid="F4">Figure 4</xref>; <xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>) as a result of microbial induced wettability alteration. The wettability changes were investigated by measuring the contact angle in a three-phase (gas-aqueous-grains) system, which was quantified with image analysis using open-source ImageJ software. The gas-liquid interfacial area reduced to near minimal values when the H<sub>2</sub> gas was exposed to the bacterial solution for 1&#xa0;day (see images in <xref ref-type="fig" rid="F5">Figure 5</xref>, <xref ref-type="sec" rid="s10">Supplementary Figure S2B</xref>). Results indicate that the bacterial cells altered the surface wettability from an initial water-wet (41&#xb0; contact angle) to a neutral-wet (average 96&#xb0; contact angle), compared with an unchanged contact angle (28&#xb0;) for the sterilized experiment. We assume that bioproduct and bacterial adhesion to the solid surfaces are the dominant mechanisms for the contact angle shift to increased hydrophobicity. Microbial cells growing within the water film around the H<sub>2</sub> gas phase can easily attach to the SiO<sub>2</sub> surface of the micromodel. The cell surface of microbes has wetting properties more neutral wet than the SiO<sub>2</sub> surface; thus, the wettability is altered depending on the nature of the bacterial cell&#x2019;s membrane structure. Similarly, the increased pH due to microbial growth can also result in increased hydrophobicity, that can be explained by the protonation state of the polar molecules and, thus the number of charged surface species at the interface of H<sub>2</sub>/aqueous/SiO<sub>2</sub> (<xref ref-type="bibr" rid="B33">Santha et al., 2019</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> The average contact angle in the bacterial experiment increased from 41&#xb0;&#x2013;96&#xb0; within 20&#xa0;h, while there was little variation in the sterilized experiment (kept at a constant of 33&#xb0;). After 4&#xa0;days, microbial cells changed the wettability of the SiO<sub>2</sub> surface to a neutral-wet state with the average contact angle of 100&#xb0; and standard deviation of 11&#xb0;. <bold>(B)</bold> Images of the increase of contact angle from Day 0&#x2013;Day 1. The contact angle (&#x3b8;) among H<sub>2</sub> gas, bacterial solution and solid grains ranges from 24.4&#xb0;&#x2013;114.1&#xb0;.</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g005.tif"/>
</fig>
<p>Wettability is one of the key parameters that determines the storage capacity and gas recovery (<xref ref-type="bibr" rid="B4">Bai and Tahmasebi, 2022</xref>; <xref ref-type="bibr" rid="B32">Pan et al., 2022</xref>) for underground gas storage. With the increase of contact angles induced by microbes, the capillary entry pressure decreases resulting in more favorable drainage displacement efficiency. The contact angle near 90&#xb0; also lead to minimal interfacial surface area and favorable gas recovery due to reduction in capillary pressure (<xref ref-type="bibr" rid="B26">Lin et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Lin et al., 2021</xref>). This in turn leads to decreased, snapped-off, and disconnected gas phase and an increase in H<sub>2</sub> relative permeability during imbibition. Hence, a large percentage of gas can potentially be recovered from porous reservoir rock when all other factors are equal. Accordingly, microbial growth induced minimal surface areas in the hydrogen-brine-SiO<sub>2</sub> system may enhance the gas storage efficiency of UHS operations.</p>
</sec>
<sec id="s3-4">
<title>3.4 Microbial-induced bubble disconnection</title>
<p>During H<sub>2</sub> drainage, gas-phase continuity can be broken by snap-off, generating isolated gas bubbles and trapping gas in the pore space (<xref ref-type="bibr" rid="B29">Lysyy et al., 2022</xref>). Due to the low H<sub>2</sub> drainage rate (the capillary number is 2.04&#x2027;10<sup>&#x2212;8</sup> and Pelect number equals 4.76) in our study, the initial saturation of isolated gas bubbles in the pore network was less than 0.01 after H<sub>2</sub> injection and mainly located in the outlet area (<xref ref-type="fig" rid="F3">Figure 3</xref>). As discussed above, the microbial effects of bacterial consumption and the increase of contact angle can reallocate the residual H<sub>2</sub> phase in the pore network (see <xref ref-type="fig" rid="F6">Figure 6</xref>). Initially, H<sub>2</sub> preferentially occupied the large, connected pore clusters with large pore throats. After bacterial consumption for 1&#xa0;day, most of the residual H<sub>2</sub> remained in the same pores (red) but some movements into the neighboring pores were also observed (yellow). As the capillary entry pressure was reduced with the increase of contact angle, more and more H<sub>2</sub> bubbles were able to enter the nearby pores with smaller pore throats. The disconnection of gas phase (S<sub>gi</sub>) in the pore network was measured by dividing the number of pixels of disconnected bubbles with the number of pixels of pore space. The plot in <xref ref-type="fig" rid="F6">Figure 6A</xref> indicates that the disconnection of the H<sub>2</sub> phase in the pore network increased up to 72.8% for 5&#xa0;h, while the sterilized experiment increased only 22.6% and stayed at a constant value until the end of experiment.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Saturation of disconnected H<sub>2</sub> bubbles (S<sub>gi</sub>) over time with bacterial (black, solid) and sterilized (red, dashed) aqueous solutions. <bold>(B)</bold> Dynamics of H<sub>2</sub> bubbles over 24&#xa0;h: initially the H<sub>2</sub> gas was distributed in large, connected pore clusters with large pore throats (grey &#x2b; red), and the aqueous phase saturated the remaining pores (blue &#x2b; yellow). The H<sub>2</sub> bubble distribution changed over 24&#xa0;h (red &#x2b; yellow), where red represents the H<sub>2</sub> bubbles that remained in the same pore clusters and yellow represents H<sub>2</sub> bubbles with new pore occupancy. The aqueous phase distribution after 24&#xa0;h (blue &#x2b; grey) increased relative to initial conditions. The black represents silicon grains in the micromodel, and remain stationary during the experiment. We assume that the redistribution of gas after 24&#xa0;h is partly due to contact angle changes and increased hydrophobicity.</p>
</caption>
<graphic xlink:href="fenrg-11-1124621-g006.tif"/>
</fig>
<p>Bacterial consumption can break the continuity of the gas phase and generate isolated gas bubbles, which further increases the contact area of H<sub>2</sub> and microbial cells and then accelerated the gas consumption rate. Therefore, a decrease of S<sub>gi</sub> was observed after 7&#xa0;h as a result of the fast consumption of isolated gas bubbles. The same trend was observed in the repeating experiment (see <xref ref-type="sec" rid="s10">Supplementary Figure S2C</xref>). Our pore-scale results reveal that microbial consumption and wettability alteration are the two main mechanisms that determine disconnection and entrapment of the gas phase in the pore network. The increase of disconnection of H<sub>2</sub> gas will reduce gas mobility dramatically in the receiving reservoir (<xref ref-type="bibr" rid="B1">Alhosani et al., 2021</xref>). Furthermore, the blockage of gas bubbles at the entrance will increase the flow resistance (<xref ref-type="bibr" rid="B23">Jian et al., 2022</xref>), causing a low gas recovery. Most of the trapped H<sub>2</sub> bubbles in the high permeability zones will be immobile in the subsequent injection cycles, hence, are difficult to recover.</p>
<p>The microbial effects on disconnection of H<sub>2</sub> gas can be summarized as the following: the increase of contact angles induced by microbes can reduce the capillary entry pressure and decrease the snapped-off and disconnected gas phase during imbibition; the stored H<sub>2</sub> phase, however, can be consumed by microbial cells forming new disconnected H<sub>2</sub> bubbles in the pore.</p>
</sec>
<sec id="s3-5">
<title>3.5 Implications for H<sub>2</sub> underground storage in porous systems</title>
<p>The aim of UHS is to store large amounts of H<sub>2</sub> gas from surplus production of renewable electricity to mitigate seasonal fluctuations in energy supply and demand (<xref ref-type="bibr" rid="B2">Amid et al., 2016</xref>; <xref ref-type="bibr" rid="B17">Heinemann et al., 2021b</xref>; <xref ref-type="bibr" rid="B11">Dopffel et al., 2021</xref>). Because H<sub>2</sub> is an import electron donor for microorganisms, assessment of microbial effects for UHS is an inevitable step to estimate the potential risks for gas injectivity, H<sub>2</sub> loss and recovery for large-scale H<sub>2</sub> geo-storage operations (<xref ref-type="bibr" rid="B3">Anikeev et al., 2021</xref>). In our study, we investigated one of the major H<sub>2</sub> consuming processes in the subsurface, bacterial sulfate reduction under high salinity conditions. Overall, four microbial effects were observed in our experiments: microbial induced-clogging, H<sub>2</sub> loss from bacterial consumption, wettability alteration, and increased residual trapping of the H<sub>2</sub> phase.</p>
<p>Microbial-induced wettability alteration appears to be a positive effect of microbial growth in a H<sub>2</sub> storage reservoir: increased hydrophobicity resulted in the presence of minimal gas-liquid surface areas, and high recovery efficiency, due to reduction in capillary pressure and high gas relative permeability. In contrast, the other observed microbial effects are expected to affect adversely the storage efficiency.</p>
<p>Biofilm formation in the near-well regions may reduce H<sub>2</sub> injectivity and change the subsurface transport properties. The risk of H<sub>2</sub> loss from dissolution and diffusion in the brine is limited due to low solubility, but permanent loss from microbial consumption must be considered for economic reasons, particular for storage in aquifers due to the abundance of sulfate-reducing microorganisms and sulfate in the formation water (<xref ref-type="bibr" rid="B39">Zivar et al., 2021</xref>). The production of hazardous gases, such as H<sub>2</sub>S would lead to contamination of the injected H<sub>2</sub>. The increase of disconnected H<sub>2</sub> bubbles in the pore network will also speed up the microbial consumption process due to increased interfacial area and increase the flow resistance, resulting in a low gas recovery.</p>
<p>Whether all these microbial effects will be at play during H<sub>2</sub> storage will depend on field specific factors like the indigenous microbial community, cell numbers, available nutrients and sulfate. In two major H<sub>2</sub> storage field trials (Underground Sun Project, Austria, and HyChico, Argentina) microbial activity was reported as an important factor for H<sub>2</sub> loss, but without indications of active sulfate-reducing microbes because both reservoirs were low in sulfate and the major microbial activity was methanogenesis (H<sub>2</sub> &#x2b; CO<sub>2</sub> &#x3d; CH<sub>4</sub>) (<xref ref-type="bibr" rid="B5">Bauer and Austria, 2017</xref>). However, a recent study showed significant microbial hydrogen consumption with sulphate reduction in original brine from a gas reservoir (<xref ref-type="bibr" rid="B10">Dohrmann and Kr&#xfc;ger, 2023</xref>). The overall risk will depend on the field specific microbial communities and field characteristics. That means that further field trials need to show if the mechanisms described in our work will be observed in the field. Our results help in understanding and interpreting field test data and to avoid significant H<sub>2</sub> losses.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Our pore-scale analysis provided a comprehensive characterization of microbial effects of a typical halophilic sulfate-reducing bacterium during geological H<sub>2</sub> storage operations within a porous network. We showed that the microbial activity during H<sub>2</sub> storage may have important implications for H<sub>2</sub> recovery, gas injectivity and reservoir properties. Considering the small scale and small volumes of our micromodels and the optimal culturing conditions, the estimation of H<sub>2</sub> loss rates from microbial consumption cannot directly be linked to large-scale operations to quantify the extent of the effects in a reservoir. Core-scale experiments and simulations are needed to further estimate the net positive or negative effect of microbial growth. As UHS has received a lot of attention as a technically feasible technology to store renewable energy and thereby mitigate climate change, the microbial risks need to be explored in more detail to avoid storage failure or even storage souring by H<sub>2</sub>S. Future laboratory research should not only focus on single strains but also use original field communities from potential storage locations. Furthermore, the influence of H<sub>2</sub> on microbial living styles and also on rock properties in the underground storage site must be investigated further.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>NL: Conceptualization, Methodology, Writing. AK: Methodology, Writing&#x2014;review &#x26; editing. MF: Supervision, Funding acquisition, Writing&#x2014;review and editing. ND: Conceptualization, Writing.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>We acknowledge financial support from by the Research Council of Norway under the following projects: Hydrogen Storage in Subsurface Porous Media-Enabling Transition to Net-Zero Society (project No. 325457), and Centre for Sustainable Subsurface Resources (project No. 331841).</p>
</sec>
<ack>
<p>The authors would like to thank Benyamine Benali, Oscar E. Medina and Jhon Fredy Gallego Arias for the assistant in image processing.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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="s10">
<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.2023.1124621/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2023.1124621/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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