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	<title>hydrogen as a clean energy source &#8211; Science</title>
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	<title>hydrogen as a clean energy source &#8211; Science</title>
	<link>https://scienmag.com</link>
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		<title>Value Perceptions Shape Local Support for Hydrogen Infrastructure</title>
		<link>https://scienmag.com/value-perceptions-shape-local-support-for-hydrogen-infrastructure/</link>
		
		<dc:creator><![CDATA[Faith Mcneil]]></dc:creator>
		<pubDate>Mon, 01 Dec 2025 10:27:21 +0000</pubDate>
				<category><![CDATA[Earth Science]]></category>
		<category><![CDATA[community engagement in energy transition]]></category>
		<category><![CDATA[economic incentives for hydrogen infrastructure]]></category>
		<category><![CDATA[environmental benefits of hydrogen fuel]]></category>
		<category><![CDATA[factors influencing local acceptance of hydrogen]]></category>
		<category><![CDATA[hydrogen as a clean energy source]]></category>
		<category><![CDATA[hydrogen energy]]></category>
		<category><![CDATA[impact of government policies on hydrogen adoption]]></category>
		<category><![CDATA[individual beliefs about hydrogen technology]]></category>
		<category><![CDATA[local community support for hydrogen infrastructure]]></category>
		<category><![CDATA[perceptions of fossil fuel alternatives]]></category>
		<category><![CDATA[sustainable energy alternatives]]></category>
		<category><![CDATA[value perceptions in renewable energy]]></category>
		<guid isPermaLink="false">https://scienmag.com/value-perceptions-shape-local-support-for-hydrogen-infrastructure/</guid>

					<description><![CDATA[In recent years, the global conversation surrounding sustainable energy has increasingly focused on hydrogen as a viable alternative to fossil fuels. The article by Huan et al. delves into a crucial aspect of this discourse by examining the value perceptions that drive local support for hydrogen infrastructure. Their findings suggest that individual beliefs and values [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In recent years, the global conversation surrounding sustainable energy has increasingly focused on hydrogen as a viable alternative to fossil fuels. The article by Huan et al. delves into a crucial aspect of this discourse by examining the value perceptions that drive local support for hydrogen infrastructure. Their findings suggest that individual beliefs and values about hydrogen energy may play a more significant role than contextual factors such as economic incentives or governmental regulations in garnering community backing. As governments around the world look to transition to cleaner energy sources, understanding these dynamics is essential.</p>
<p>Hydrogen, as an energy carrier, presents numerous advantages. It produces only water vapor when combusted, making it an environmentally friendly option compared to traditional fossil fuels. This unique characteristic is one of the principal reasons why countries are investing heavily in hydrogen technologies. However, while global admiration for hydrogen technology grows, local acceptance often varies dramatically. The study emphasizes the importance of capturing these local sentiments to foster a comprehensive approach to infrastructure deployment.</p>
<p>At the heart of the research is the assertion that individual perceptions of value related to hydrogen energy will often supersede broader contextual orientations. This suggests that personal beliefs about the benefits of hydrogen, including its potential impact on climate change and energy independence, can strongly influence public opinions. For urban planners and policymakers, this insight is invaluable, indicating that grassroots perceptions must be at the forefront of hydrogen development strategies.</p>
<p>The research explores various dimensions of value perception, emphasizing the psychological underpinnings involved in human decision-making processes. In particular, the emphasis is placed on how individuals weigh the perceived advantages of hydrogen against other available energy sources and technologies. The more positive the perceptions, the higher the likelihood of local support for hydrogen infrastructure projects. This relationship highlights a crucial area for further investigation and outreach strategies.</p>
<p>In contrast, the study acknowledges the existence of contextual orientations that also influence local support. These may include government mandates, local economic conditions, and the availability of alternative energy sources. However, the researchers argue that during their analysis, they observed a consistent pattern wherein feelings of trust and perceived benefits significantly overshadow these contextual considerations. This revelation invites a deeper conversation regarding how energy policies can be structured to enhance public trust and acceptance.</p>
<p>Furthermore, the research indicates the importance of community engagement and education in fostering positive value perceptions. Local governments and stakeholders should prioritize transparent communication about the potential benefits of hydrogen energy. Efforts to demystify hydrogen technology can also serve to alleviate skepticism and build a favorable environment for infrastructure projects. Engaging with communities through forums, demonstrations, and educational outreach can help residents to better understand how hydrogen fits into broader energy goals.</p>
<p>Another intriguing finding is the relationship between demographic factors and value perceptions. The study revealed that age, education, and socioeconomic status could significantly influence how individuals view hydrogen infrastructure. For example, younger generations, who may be more attuned to climate issues, showed a higher willingness to support hydrogen initiatives compared to older demographics. This generational divide suggests that marketing strategies should be tailored to resonate with different segments of the population.</p>
<p>Moreover, cultural attitudes towards technology and environmental stewardship also emerge as critical factors shaping support for hydrogen solutions. In regions where innovation is celebrated, there tends to be a higher proclivity for advocating new technologies. Conversely, in areas with strong traditional values, there may be more resistance to change. This cultural dimension further complicates the narrative around hydrogen and reinforces the need for localized strategies that account for unique community characteristics.</p>
<p>The research ultimately posits that value perceptions are not a standalone factor; they are woven into a complex tapestry of social, economic, and environmental threads. Therefore, for stakeholders to effectively promote hydrogen infrastructure, a multi-faceted approach is necessary. They must navigate the intricate relationships between values, context, and technology adoption with sensitivity and insight.</p>
<p>In conclusion, Huan et al.’s findings provide a compelling perspective on the role of value perceptions in supporting hydrogen infrastructure. As the global community looks towards a sustainable energy transition, understanding these nuances can greatly enhance local acceptance and engagement. The shift towards hydrogen is not solely a technological endeavor but a societal one, necessitating thoughtful collaboration between various sectors. Harnessing the power of local values may prove to be the key to unlocking the potential of hydrogen as a cornerstone of sustainable energy strategies.</p>
<p><strong>Subject of Research</strong>: Value perceptions of hydrogen energy and local support for hydrogen infrastructure.</p>
<p><strong>Article Title</strong>: Value perceptions outweigh contextual orientations in local support for hydrogen infrastructure.</p>
<p><strong>Article References</strong>:</p>
<p class="c-bibliographic-information__citation">Huan, N., Yamamoto, T., Sato, H. <i>et al.</i> Value perceptions outweigh contextual orientations in local support for hydrogen infrastructure. <i>Commun Earth Environ</i>  (2025). https://doi.org/10.1038/s43247-025-03029-y</p>
<p><strong>Image Credits</strong>: AI Generated</p>
<p><strong>DOI</strong>: 10.1038/s43247-025-03029-y</p>
<p><strong>Keywords</strong>: Hydrogen energy, value perception, local support, infrastructure, community engagement, sustainability.</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">113839</post-id>	</item>
		<item>
		<title>Sealing Nanoscale Cracks: A Breakthrough for Cleaner, Cheaper Hydrogen Production</title>
		<link>https://scienmag.com/sealing-nanoscale-cracks-a-breakthrough-for-cleaner-cheaper-hydrogen-production/</link>
		
		<dc:creator><![CDATA[Denise Maddox]]></dc:creator>
		<pubDate>Mon, 03 Nov 2025 13:14:52 +0000</pubDate>
				<category><![CDATA[Technology and Engineering]]></category>
		<category><![CDATA[advanced membrane technology for electrolyzers]]></category>
		<category><![CDATA[breakthroughs in hydrogen research]]></category>
		<category><![CDATA[carbon emissions reduction strategies]]></category>
		<category><![CDATA[electrolysis efficiency improvements]]></category>
		<category><![CDATA[environmental impact of hydrogen production]]></category>
		<category><![CDATA[green hydrogen technology]]></category>
		<category><![CDATA[hydrogen as a clean energy source]]></category>
		<category><![CDATA[hydrogen production techniques]]></category>
		<category><![CDATA[innovative hydrogen membranes]]></category>
		<category><![CDATA[PFAS-free materials in energy]]></category>
		<category><![CDATA[sustainable energy solutions]]></category>
		<category><![CDATA[water electrolysis process]]></category>
		<guid isPermaLink="false">https://scienmag.com/sealing-nanoscale-cracks-a-breakthrough-for-cleaner-cheaper-hydrogen-production/</guid>

					<description><![CDATA[In the pursuit of sustainable energy solutions, hydrogen emerges as a pivotal player, representing a substantial $250 billion industry crucial for applications ranging from fertilizer production to steel manufacturing. However, nearly all hydrogen produced today relies on carbon-heavy methods, which raises urgent questions about environmental impacts. As global efforts intensify to combat climate change, researchers [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In the pursuit of sustainable energy solutions, hydrogen emerges as a pivotal player, representing a substantial $250 billion industry crucial for applications ranging from fertilizer production to steel manufacturing. However, nearly all hydrogen produced today relies on carbon-heavy methods, which raises urgent questions about environmental impacts. As global efforts intensify to combat climate change, researchers are increasingly focused on finding innovative and economically viable methods for producing hydrogen with significantly lower carbon emissions.</p>
<p>Water electrolysis has gained traction as one of the most promising techniques for green hydrogen production. This process utilizes electrical energy to power an electrolyzer, a reactor that separates water molecules (H2O) into hydrogen (H2) and oxygen (O2). The efficiency of these electrolyzers greatly depends on a specialized membrane designed to prevent the mixing of hydrogen and oxygen gases, which if allowed, could result in explosive reactions. The current industry standard membrane is Nafion, a well-known material that belongs to a category of substances characterized by their persistence in the environment, often referred to as per- and polyfluoroalkyl substances (PFAS).</p>
<p>At Columbia Engineering, a groundbreaking initiative is underway led by chemical engineer Dan Esposito. His team is pioneering a method to replace Nafion membranes with ultra-thin, PFAS-free oxide membranes, potentially reducing the environmental hazards associated with traditional electrolyzers. The research, underpinned by support from the U.S. Department of Energy and in collaboration with industry partners Nel Hydrogen and Forge Nano, seeks to eliminate over 99% of PFAS from electrolyzer systems. This ambitious endeavor highlights a significant leap forward in eco-friendly hydrogen production techniques.</p>
<p>The membrane&#8217;s critical role in the electrolyzer&#8217;s functionality cannot be overstated. Esposito emphasizes its importance, stating it maintains the critical separation of hydrogen and oxygen gases while allowing protons to pass through. If the membrane fails, not only does the system cease to work, but it can pose significant safety risks. Consequently, Esposito and his research team are dedicated to devising innovative manufacturing techniques that enhance both the efficiency and safety of the proposed oxide membranes.</p>
<p>Notably, the research team has published their findings in the journal ACS Nano, detailing their new approach to creating membranes that are markedly thinner than conventional options. By utilizing silicon dioxide, a less conductive but PFAS-free alternative, the researchers are pushing the boundaries of traditional materials science. The reduced thickness of the membranes, achieved through advanced manufacturing techniques like atomic layer deposition, enhances overall performance, even though silicon dioxide&#8217;s baseline conductivity is lower than that of Nafion.</p>
<p>This significant innovation is accentuated by the thickness reduction from approximately 180 microns for Nafion membranes to less than one micron for the new oxide membranes. This is a staggering reduction, with the new membranes being hundreds of times thinner than current standards. Despite the inherent challenges posed by decreased conductivity, the emphasis on membrane thinness is supported by the understanding that resistance relates not merely to material conductivity but also to physical dimensions.</p>
<p>However, a considerably thinner membrane introduces a new set of challenges, particularly concerning structural integrity. Defects such as microscopic cracks or pinholes can compromise membrane performance, leading to hydrogen leakage on the oxygen side — a perilous prospect. Esposito warns that even a few defects per square centimeter can render a membrane entirely unsafe for operational purposes. To address this critical issue, the team has developed an innovative electrochemical approach that specifically targets and seals these defects without risking the membrane&#8217;s structural integrity.</p>
<p>Exploiting pulsed voltage applications to instigate selective depositions of nanoscopic plugs within the identified defects showcases the ingenuity of the research team. This method allows for meticulous repair of any holes while preserving low resistance and required thinness, crucial for effective functionality. Esposito’s insight into maintaining pH level stability during the process has proven fundamental, ensuring optimal results without unwanted material deposition on the membrane&#8217;s surface.</p>
<p>Laboratory tests have demonstrated thrilling results, with the plugged membranes indicating hydrogen crossover rates up to 100 times lower than that of Nafion, despite their significantly reduced thickness. The substantial implications of these findings could redefine the benchmarks for efficiency and safety in hydrogen production technologies. The team’s commitment to advancing their work indicates a strong trajectory toward commercial applications, transitioning from small-scale tests to prototypes that meet industry demands.</p>
<p>Significantly, while the focus of the research is entrenched in hydrogen production, there are broader applications inherent to this defect-plugging methodology. Potential benefits could arise in various fields, including fuel cells, flow battery development, water treatment processes, and even semiconductor manufacturing. This versatility underscores the multifaceted impact that such innovative research could impart across numerous scientific and engineering disciplines.</p>
<p>Esposito anticipates a future where hydrogen derived from water electrolysis contributes to a larger share of global energy production. Currently, less than 0.1% of hydrogen worldwide is sourced through electrolysis, starkly contrasting with the pressing need for sustainable energy solutions. The endeavor to create high-performance, environmentally responsible membranes is critical as the industry seeks to scale hydrogen production in a sustainable manner.</p>
<p>As the research continues and scales evolve, the significance of Esposito&#8217;s findings might reverberate throughout the green technology landscape. The team’s dedication to developing practical solutions for the energy sector exemplifies a hopeful future in which eco-friendly hydrogen production can thrive alongside environmental protection efforts.</p>
<p>This research represents a confluence of innovation, engineering excellence, and environmental stewardship. As such, it lays the groundwork for pioneering strides not only in hydrogen production but also across varied technological fields where such membranes can be effectively utilized. With the world looking for sustainable pathways forward, the implications of this research transcend traditional boundaries, promising a cleaner and more efficient energy future.</p>
<p>Esposito’s vision and the collective efforts of the research team embody the spirit of innovation required to tackle complex global challenges. As they venture into collaboration with industry leaders, the transition from experimental stages to real-world implementation will be closely watched by the scientific community and beyond, with potential ramifications that can reshape our understanding of energy production.</p>
<p><strong>Subject of Research</strong>: Replacement of Nafion membranes with PFAS-free oxide membranes for hydrogen electrolyzers<br />
<strong>Article Title</strong>: Nanoscopic plugs block hydrogen crossover in submicron thick proton-conducting SiO2 membranes for water electrolysis<br />
<strong>News Publication Date</strong>: October 2023<br />
<strong>Web References</strong>: <a href="https://www.engineering.columbia.edu/academics/departments/chemical-engineering-department">https://www.engineering.columbia.edu/academics/departments/chemical-engineering-department</a><br />
<strong>References</strong>: <a href="http://dx.doi.org/10.1021/acsnano.5c09555">DOI: 10.1021/acsnano.5c09555</a><br />
<strong>Image Credits</strong>: Esposito Lab</p>
<h4><strong>Keywords</strong></h4>
<p>Hydrogen production, water electrolysis, Nafion replacement, PFAS-free membranes, silicon dioxide, energy sustainability, electrochemical methods, membrane technology.</p>
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		<post-id xmlns="com-wordpress:feed-additions:1">100050</post-id>	</item>
		<item>
		<title>Worcester Polytechnic Institute Leverages AI to Enhance Hydrogen Fuel Production and Minimize Environmental Impact, Study Published in Nature Chemical Engineering</title>
		<link>https://scienmag.com/worcester-polytechnic-institute-leverages-ai-to-enhance-hydrogen-fuel-production-and-minimize-environmental-impact-study-published-in-nature-chemical-engineering/</link>
		
		<dc:creator><![CDATA[Aria Johnston]]></dc:creator>
		<pubDate>Mon, 06 Oct 2025 16:36:06 +0000</pubDate>
				<category><![CDATA[Mathematics]]></category>
		<category><![CDATA[ammonia decomposition for hydrogen]]></category>
		<category><![CDATA[artificial intelligence in sustainable energy]]></category>
		<category><![CDATA[cleaner hydrogen generation methods]]></category>
		<category><![CDATA[environmental impact of hydrogen production]]></category>
		<category><![CDATA[future of hydrogen fuel industry]]></category>
		<category><![CDATA[hydrogen as a clean energy source]]></category>
		<category><![CDATA[innovative energy solutions]]></category>
		<category><![CDATA[multi-institutional research collaboration]]></category>
		<category><![CDATA[plasma catalysis for hydrogen]]></category>
		<category><![CDATA[reducing carbon emissions in fuel production]]></category>
		<category><![CDATA[sustainable energy technologies]]></category>
		<category><![CDATA[Worcester Polytechnic Institute hydrogen fuel production]]></category>
		<guid isPermaLink="false">https://scienmag.com/worcester-polytechnic-institute-leverages-ai-to-enhance-hydrogen-fuel-production-and-minimize-environmental-impact-study-published-in-nature-chemical-engineering/</guid>

					<description><![CDATA[In the relentless pursuit of sustainable energy solutions, hydrogen stands as a promising candidate to transform the global energy landscape. However, the conventional methods employed for hydrogen production have been shackled by inefficiency and environmental concerns, primarily due to their dependence on fossil fuels which generate significant carbon emissions. In a groundbreaking advancement, Fanglin Che, [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In the relentless pursuit of sustainable energy solutions, hydrogen stands as a promising candidate to transform the global energy landscape. However, the conventional methods employed for hydrogen production have been shackled by inefficiency and environmental concerns, primarily due to their dependence on fossil fuels which generate significant carbon emissions. In a groundbreaking advancement, Fanglin Che, an associate professor in the Department of Chemical Engineering at Worcester Polytechnic Institute, spearheads a multi-institutional team that has harnessed the power of artificial intelligence and plasma catalysis to revolutionize hydrogen production, heralding a new era of cleaner and more cost-effective fuel generation.</p>
<p>Hydrogen&#8217;s appeal as a clean energy source is well recognized due to its high energy density and zero carbon dioxide emissions upon combustion. Nonetheless, the widespread adoption of hydrogen fuel has been hindered by the predominant industrial processes that rely heavily on methane steam reforming and other fossil fuel-based techniques. These methods not only produce substantial greenhouse gases but also require significant energy input, undermining the sustainability benefits of hydrogen fuel. The scientific community has long sought alternative pathways to produce hydrogen with a lower carbon footprint, focusing their efforts on catalytic decomposition of ammonia — a hydrogen-rich compound that can serve as a carbon-free hydrogen carrier.</p>
<p>Ammonia’s potential to facilitate a carbon-neutral hydrogen economy is contingent on efficient catalytic processes capable of decomposing it into nitrogen and hydrogen. Traditionally, decomposition reactions demand extremely high temperatures, typically above 700°C, necessitating the use of energy-intensive inputs. Moreover, the catalysts in industrial use heavily involve ruthenium — a scarce and costly transition metal — that further escalates production costs. This fundamental limitation has impeded scalability and economic viability, prompting urgent calls for novel catalysts and reaction environments that can operate under milder conditions using earth-abundant materials.</p>
<p>Addressing these pressing obstacles, Che’s collaborative team pioneered an innovative plasma-assisted catalytic approach to ammonia decomposition. Unlike classical thermal catalysis relying solely on high-temperature energy to drive reactions, plasma catalysis employs energized ionized gases to activate chemical bonds at substantially lower temperatures. This technique not only reduces the thermal energy demand but also enhances reaction kinetics, facilitating efficient nitrogen-hydrogen bond cleavage in ammonia. The strategic use of plasma presents a paradigm shift, enabling viable catalytic activity at temperatures where traditional methods falter, thus offering a path to sustainable hydrogen production with reduced reliance on fossil energy.</p>
<p>The linchpin of this breakthrough lies in the identification of suitable catalysts capable of functioning synergistically with plasma environments. Given the vast landscape of potential bimetallic alloys — exceeding 3,300 combinations — exhaustive experimental screening would be prohibitively time-consuming and resource-intensive. To circumvent this bottleneck, the research team integrated advanced computational simulations with interpretable machine learning algorithms, crafting predictive models that could discern and prioritize catalysts with optimal performance characteristics. This computational-experimental synergy expedited catalyst discovery, allowing the rapid convergence on promising candidates without sacrificing reliability.</p>
<p>Central to the computational framework was a focus on abundant and economically favorable transition metal alloys such as iron-copper and nickel-molybdenum. These candidates were projected by the machine learning models to outperform ruthenium catalysts under plasma-assisted conditions, a claim subsequently corroborated by laboratory validations executed in collaboration with researchers at Dalian University of Technology. The experimental data confirmed that several of these earth-abundant alloys not only matched but in some cases exceeded the catalytic efficiency of precious metal counterparts, establishing a compelling case for their industrial-scale adoption.</p>
<p>An additional dimension to this research was the techno-economic and environmental analysis executed at Northeastern University, which quantified the potential cost savings and emission reductions achievable through plasma catalysis integrated with modular reactor designs. The findings revealed that deploying plasma-assisted ammonia decomposition in compact, scalable reactors could substantially curtail both operational expenses and carbon footprint relative to conventional hydrogen production facilities. This scalability and modularity present opportunities for distributed hydrogen generation, mitigating transportation and storage challenges inherent to hydrogen gas.</p>
<p>Furthermore, the practical implications of this innovative technique extend notably into maritime applications. Ammonia’s high volumetric energy density and relative ease of storage compared to hydrogen gas propose it as an optimal hydrogen carrier in shipping industries. The prospect of onboard conversion of ammonia into hydrogen via plasma-assisted catalysis could power maritime vessels using hydrogen fuel cells, dramatically slashing maritime emissions and advancing global decarbonization targets. This represents a crucial synergy between energy innovation and environmental stewardship in an industry notorious for carbon-intensive operations.</p>
<p>The success of this research underscores the transformative capabilities of combining interpretable machine learning with physics-driven modeling to tackle complex chemical engineering challenges. By illuminating the molecular-level interactions underpinning catalytic performance in plasma environments, the approach transcends traditional black-box AI models, fostering trust and mechanistic understanding vital for practical deployment. The MAC (Modeling and AI in Catalysis) Lab at Worcester Polytechnic Institute exemplifies this integrative vision, driving forward the frontiers of green hydrogen production.</p>
<p>As hydrogen economies evolve globally, breakthroughs like those led by Fanglin Che will be instrumental in overcoming longstanding material and energetic barriers. The convergence of AI, plasma physics, and catalysis not only accelerates the discovery of viable catalysts but also charts a pathway to scalable, economically feasible, and environmentally benign hydrogen fuel cycles. The implications ripple across sectors reliant on clean energy, from transportation to power generation, signaling a pivotal stride towards sustainable futures.</p>
<p>This research, supported by the U.S. Department of Energy, marks a seminal milestone for the MAC Lab and the wider scientific community, consolidating the role of computationally-guided experimentation in innovating energy technologies. The publication in the esteemed journal Nature Chemical Engineering highlights the significance and timeliness of these findings amid global calls for intensified climate action. The collaborative efforts marrying computational prowess with hands-on validation showcase the power of interdisciplinary approaches in confronting some of the most urgent challenges of our era.</p>
<p>Worcester Polytechnic Institute continues its tradition of melding rigorous academics with solution-oriented research that addresses real-world problems. Through project-based learning and cutting-edge investigation, WPI empowers students and faculty alike to contribute meaningfully to sustainable scientific and technological advancements. This hydrogen catalysis initiative is but one facet of WPI’s broader commitment to pioneering clean energy transitions and fostering innovation ecosystems.</p>
<p>As the world embraces cleaner energy paradigms, the successful demonstration of plasma-assisted ammonia decomposition catalyzed by earth-abundant alloys paves the way for future commercialization and adoption. Continued research and development, dynamic scaling strategies, and integration with renewable electricity sources promise to further drive down costs and emissions. This work stands as a beacon of how emergent technologies can reshape the energy matrix, enabling hydrogen to truly fulfill its potential as a cornerstone of carbon neutrality.</p>
<hr />
<p>Subject of Research: Not applicable<br />
Article Title: Interpretable machine learning-guided plasma catalysis for hydrogen production<br />
News Publication Date: 3-Oct-2025<br />
Web References: https://www.nature.com/articles/s44286-025-00287-7<br />
References: Worcester Polytechnic Institute, Dalian University of Technology, Northeastern University, U.S. Department of Energy<br />
Image Credits: Worcester Polytechnic Institute<br />
Keywords: Artificial intelligence, Hydrogen, Hydrogen production, Fuel, Chemical engineering, Carbon, Copper, Iron, Nickel, Chemical reactions, Computer modeling, Catalytic efficiency, Machine learning, Ammonia, Molybdenum, Plasma, Algorithms</p>
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