{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T03:41:07Z","timestamp":1775274067653,"version":"3.50.1"},"reference-count":54,"publisher":"Wiley","issue":"49","license":[{"start":{"date-parts":[[2024,9,16]],"date-time":"2024-09-16T00:00:00Z","timestamp":1726444800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2024,9,16]],"date-time":"2024-09-16T00:00:00Z","timestamp":1726444800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Small"],"published-print":{"date-parts":[[2024,12]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>\n                    Hydrogen sulfide is a significant byproduct of oil and gas production and is typically recovered as elemental sulfur, a low\u2010value commodity. In recent years, there have been efforts to upgrade H\n                    <jats:sub>2<\/jats:sub>\n                    S through elemental decomposition to S and H\n                    <jats:sub>2<\/jats:sub>\n                    , an essential energy carrier in a sustainable economy. Among the promising approaches is thermocatalytic looping, which involves a sulfide\u2010based redox pair. Unfortunately, the search for sulfides capable of facilitating this conversion is progressing slowly, and primarily focusing on monometallic sulfides. With a few notable exceptions, the field of bimetallic sulfide remains largely unexplored. In this study, a machine learning framework is employed to explore the material space of mono and bimetallic sulfides. The workflow begins by mining sulfides from the Materials Project database, allowing the workflow to be benchmarked using formation enthalpies derived from established density functional theory calculations. Through the machine learning framework, the number of bimetallic sulfide redox pairs considered is expanded from 10\n                    <jats:sup>2<\/jats:sup>\n                    cases in the Materials Project database to 10\n                    <jats:sup>5<\/jats:sup>\n                    cases. This expansion allows for the identification trends that can serve as guidelines for future research and helps prioritize materials for experimental testing.\n                  <\/jats:p>","DOI":"10.1002\/smll.202407601","type":"journal-article","created":{"date-parts":[[2024,9,16]],"date-time":"2024-09-16T04:22:50Z","timestamp":1726460570000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["High\u2010Throughput Computational Screening of Metal Sulfides for the Chemical Looping Elemental Decomposition of H\n                    <sub>2<\/sub>\n                    S"],"prefix":"10.1002","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3646-6211","authenticated-orcid":false,"given":"Polina","family":"Tolstova","sequence":"first","affiliation":[{"name":"Physical Sciences and Engineering Division King Abdullah University of Science and Technology (KAUST)  Thuwal 23955\u20136900 Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3760-1857","authenticated-orcid":false,"given":"Rafia","family":"Ahmad","sequence":"additional","affiliation":[{"name":"Physical Sciences and Engineering Division King Abdullah University of Science and Technology (KAUST)  Thuwal 23955\u20136900 Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4258-5065","authenticated-orcid":false,"given":"Adrian Cavazos","family":"Sepulveda","sequence":"additional","affiliation":[{"name":"Saudi Aramco EXPEC Advanced Research Center  Thuwal 23955\u20136900 Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1398-338X","authenticated-orcid":false,"given":"Luigi","family":"Cavallo","sequence":"additional","affiliation":[{"name":"Physical Sciences and Engineering Division King Abdullah University of Science and Technology (KAUST)  Thuwal 23955\u20136900 Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2024,9,16]]},"reference":[{"key":"e_1_2_8_1_1","doi-asserted-by":"publisher","DOI":"10.1038\/531435a"},{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1002\/cben.201600026"},{"key":"e_1_2_8_3_1","doi-asserted-by":"publisher","DOI":"10.1002\/aesr.202200201"},{"key":"e_1_2_8_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhydene.2023.06.310"},{"key":"e_1_2_8_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhydene.2014.07.094"},{"key":"e_1_2_8_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhydene.2010.07.121"},{"key":"e_1_2_8_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.fuel.2022.124636"},{"key":"e_1_2_8_8_1","volume-title":"Sulfuric Acid Manufacture: Analysis, Control and Optimization","author":"King M. 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