Climate-driven impacts in renewable resources alter green hydrogen supply

preprint OA: closed CC-BY-4.0
📄 Open PDF Full text JSON View at publisher
AI-generated deep summary by claude@2026-07, 2026-07-08 · read from full text

This preprint studies how climate-driven changes in variable renewable resources could affect global, grid-level green hydrogen supply and costs by mid-century. Using bottom-up optimization-based modeling combined with machine-learning, it projects that mean green hydrogen costs fall below US$1.5 per kgH2 in about one third of representative countries, but with large regional heterogeneity in climate impacts on costs (from -25% to +50%), mainly driven by wind-related climatic factors where wind and solar complementarity is strong. It also reports that more than 20% of planned near-term green hydrogen projects face a risk of cost escalation. As a preprint, the work is not peer reviewed, and the abstract does not provide additional methodological caveats beyond its modeling framework; this paper does not explicitly discuss endometriosis or adenomyosis.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Abstract The large-scale deployment of variable renewable energy is increasingly coupling the climate and energy sectors, yet the potential impacts of climate change on renewable-based green hydrogen production remain poorly understood. Here we combine bottom-up optimization-based modeling with machine-learning algorithms to assess global grid-level green hydrogen supply. We find that, under mid-century climate and technology trajectories, mean green hydrogen costs are projected to fall below US$1.5 kgH2-1 in around one third of representative countries worldwide. Regions exhibit pronounced heterogeneity in climate-induced impacts on green hydrogen production costs (ranging from -25% to +50%), with wind-related climatic drivers exerting the dominant influence, particularly where wind and solar resources are strongly complementary. More than 20% of planned near-term green hydrogen projects are exposed to a risk of cost escalation. Our results highlight an urgent need to integrate long-term climate impacts into the planning of green hydrogen projects.
Full text 11,792 characters · extracted from preprint-html · click to expand
Climate-driven impacts in renewable resources alter green hydrogen supply | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Climate-driven impacts in renewable resources alter green hydrogen supply Wenying Chen, Jinhui Ren, Qianzhi Zhang, Shulei Zhang, Shu Zhang This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8356734/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract The large-scale deployment of variable renewable energy is increasingly coupling the climate and energy sectors, yet the potential impacts of climate change on renewable-based green hydrogen production remain poorly understood. Here we combine bottom-up optimization-based modeling with machine-learning algorithms to assess global grid-level green hydrogen supply. We find that, under mid-century climate and technology trajectories, mean green hydrogen costs are projected to fall below US$1.5 kgH2-1 in around one third of representative countries worldwide. Regions exhibit pronounced heterogeneity in climate-induced impacts on green hydrogen production costs (ranging from -25% to +50%), with wind-related climatic drivers exerting the dominant influence, particularly where wind and solar resources are strongly complementary. More than 20% of planned near-term green hydrogen projects are exposed to a risk of cost escalation. Our results highlight an urgent need to integrate long-term climate impacts into the planning of green hydrogen projects. Earth and environmental sciences/Environmental social sciences/Socioeconomic scenarios Earth and environmental sciences/Climate sciences/Climate change/Climate-change impacts Earth and environmental sciences/Environmental social sciences/Climate-change policy Earth and environmental sciences/Environmental social sciences/Energy and society/Energy management Earth and environmental sciences/Environmental social sciences/Energy and society/Energy policy Full Text Additional Declarations There is NO Competing Interest. Supplementary Files SI.pdf Supplementary Information for "Climate-driven impacts in renewable resources alter green hydrogen supply" Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8356734","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":570199995,"identity":"f4a6474a-3333-467c-be2b-a16176e625c2","order_by":0,"name":"Wenying Chen","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA7klEQVRIiWNgGAWjYDACCTBpw8DADEYgkECUljQJkrUcBlPEaeGf3XzsMW/b+Tr5dt7Drwvb7Bj42XMMGH7uwGPJnWPpxrxttyUMDvOlWc9sS2aQ7HljwNh7BrcWA4kcM+lckBZmHjOgXmYGgxs5BsyMbfi05H8DajknId8M1lLPYE9YSw4bUMsBCYbDPMZATx0GieDXInEjzUz6z7lkyQ2HecyYec4d55E486zgYC8eLfwzkp9Jziiz45fvP2P8maesWo6/PXnjg594tIABIxuYYgNFDg+IdYCABiD4AyaZPxBWOQpGwSgYBSMRAABHq0bkgetUCwAAAABJRU5ErkJggg==","orcid":"https://orcid.org/0000-0001-9376-5579","institution":"Tsinghua University","correspondingAuthor":true,"prefix":"","firstName":"Wenying","middleName":"","lastName":"Chen","suffix":""},{"id":570199996,"identity":"1ec9b1b4-c7a7-4e69-b2e6-726617064bf2","order_by":1,"name":"Jinhui Ren","email":"","orcid":"","institution":"Tsinghua University","correspondingAuthor":false,"prefix":"","firstName":"Jinhui","middleName":"","lastName":"Ren","suffix":""},{"id":570199997,"identity":"0508a340-0568-4107-9d24-0faaf0470e31","order_by":2,"name":"Qianzhi Zhang","email":"","orcid":"","institution":"Tsinghua University","correspondingAuthor":false,"prefix":"","firstName":"Qianzhi","middleName":"","lastName":"Zhang","suffix":""},{"id":570199998,"identity":"de379322-cfa2-4ad5-a649-4692cca09497","order_by":3,"name":"Shulei Zhang","email":"","orcid":"","institution":"University of Chinese Academy of Sciences","correspondingAuthor":false,"prefix":"","firstName":"Shulei","middleName":"","lastName":"Zhang","suffix":""},{"id":570199999,"identity":"d2e60d20-ad49-4cae-a2b5-a368f72a2c73","order_by":4,"name":"Shu Zhang","email":"","orcid":"https://orcid.org/0000-0003-1977-0446","institution":"Tsinghua University","correspondingAuthor":false,"prefix":"","firstName":"Shu","middleName":"","lastName":"Zhang","suffix":""}],"badges":[],"createdAt":"2025-12-14 08:25:09","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-8356734/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8356734/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":101739542,"identity":"4ce305e9-b7b6-4d15-bd56-180a937c9b80","added_by":"auto","created_at":"2026-02-03 07:58:39","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":1179755,"visible":true,"origin":"","legend":"Article File","description":"","filename":"Manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8356734/v1_covered_7186a289-3b68-4351-9846-22c21c4a73c9.pdf"},{"id":99731307,"identity":"a4750d69-a71e-4b61-941b-ab01b8f4a014","added_by":"auto","created_at":"2026-01-07 17:54:07","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":1439396,"visible":true,"origin":"","legend":"Supplementary Information for \"Climate-driven impacts in renewable resources alter green hydrogen supply\"","description":"","filename":"SI.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8356734/v1/d946eb3341bb65c94f15221e.pdf"}],"financialInterests":"There is \u003cb\u003eNO\u003c/b\u003e Competing Interest.","formattedTitle":"Climate-driven impacts in renewable resources alter green hydrogen supply","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"","lastPublishedDoi":"10.21203/rs.3.rs-8356734/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8356734/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"The large-scale deployment of variable renewable energy is increasingly coupling the climate and energy sectors, yet the potential impacts of climate change on renewable-based green hydrogen production remain poorly understood. Here we combine bottom-up optimization-based modeling with machine-learning algorithms to assess global grid-level green hydrogen supply. We find that, under mid-century climate and technology trajectories, mean green hydrogen costs are projected to fall below US$1.5 kgH2-1 in around one third of representative countries worldwide. Regions exhibit pronounced heterogeneity in climate-induced impacts on green hydrogen production costs (ranging from -25% to +50%), with wind-related climatic drivers exerting the dominant influence, particularly where wind and solar resources are strongly complementary. More than 20% of planned near-term green hydrogen projects are exposed to a risk of cost escalation. Our results highlight an urgent need to integrate long-term climate impacts into the planning of green hydrogen projects.","manuscriptTitle":"Climate-driven impacts in renewable resources alter green hydrogen supply","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-01-07 17:53:55","doi":"10.21203/rs.3.rs-8356734/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"1d34f56f-17fb-46d6-b812-5cce59057f53","owner":[],"postedDate":"January 7th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":60672960,"name":"Earth and environmental sciences/Environmental social sciences/Socioeconomic scenarios"},{"id":60672961,"name":"Earth and environmental sciences/Climate sciences/Climate change/Climate-change impacts"},{"id":60672962,"name":"Earth and environmental sciences/Environmental social sciences/Climate-change policy"},{"id":60672963,"name":"Earth and environmental sciences/Environmental social sciences/Energy and society/Energy management"},{"id":60672964,"name":"Earth and environmental sciences/Environmental social sciences/Energy and society/Energy policy"}],"tags":[],"updatedAt":"2026-02-03T07:58:16+00:00","versionOfRecord":[],"versionCreatedAt":"2026-01-07 17:53:55","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8356734","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8356734","identity":"rs-8356734","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2026) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-30T02:00:01.510937+00:00
License: CC-BY-4.0