{"id":"https://openalex.org/W4408319975","doi":"https://doi.org/10.1002/aisy.202400626","title":"Machine Learning\u2010Assisted Simulations and Predictions for Battery Interfaces","display_name":"Machine Learning\u2010Assisted Simulations and Predictions for Battery Interfaces","publication_year":2025,"publication_date":"2025-02-28","ids":{"openalex":"https://openalex.org/W4408319975","doi":"https://doi.org/10.1002/aisy.202400626"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202400626","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400626","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202400626","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202400626","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114859607","display_name":"Zhaojun Sun","orcid":"https://orcid.org/0009-0003-9015-677X"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaojun Sun","raw_affiliation_strings":["School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","institution_ids":["https://openalex.org/I148128674"]},{"raw_affiliation_string":"School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353737","display_name":"Xin Li","orcid":"https://orcid.org/0000-0001-7721-0290"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Li","raw_affiliation_strings":["School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China"],"raw_orcid":"https://orcid.org/0000-0001-7721-0290","affiliations":[{"raw_affiliation_string":"School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","institution_ids":["https://openalex.org/I148128674"]},{"raw_affiliation_string":"School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100677820","display_name":"Yiming Wu","orcid":"https://orcid.org/0000-0001-5083-8950"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yiming Wu","raw_affiliation_strings":["Department of Computer Science The University of Hong Kong  Hong Kong 999077 China","Department of Computer Science, The University of Hong Kong, Hong Kong, 999077 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science The University of Hong Kong  Hong Kong 999077 China","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"Department of Computer Science, The University of Hong Kong, Hong Kong, 999077 China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006183781","display_name":"Qilin Gu","orcid":"https://orcid.org/0000-0003-4951-0207"},"institutions":[{"id":"https://openalex.org/I134687103","display_name":"Nanjing Tech University","ror":"https://ror.org/03sd35x91","country_code":"CN","type":"education","lineage":["https://openalex.org/I134687103"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qilin Gu","raw_affiliation_strings":["Suzhou Future Membrane Technology Innovation Center Nanjing Tech University  Nanjing 211816 China","Suzhou Future Membrane Technology Innovation Center, Nanjing Tech University, Nanjing, 211816 China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Suzhou Future Membrane Technology Innovation Center Nanjing Tech University  Nanjing 211816 China","institution_ids":["https://openalex.org/I134687103"]},{"raw_affiliation_string":"Suzhou Future Membrane Technology Innovation Center, Nanjing Tech University, Nanjing, 211816 China","institution_ids":["https://openalex.org/I134687103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006477990","display_name":"Shiyou Zheng","orcid":"https://orcid.org/0000-0002-6614-9567"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shiyou Zheng","raw_affiliation_strings":["School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China"],"raw_orcid":"https://orcid.org/0000-0002-6614-9567","affiliations":[{"raw_affiliation_string":"School of Materials and Chemistry University of Shanghai for Science and Technology  Shanghai 200093 China","institution_ids":["https://openalex.org/I148128674"]},{"raw_affiliation_string":"School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, 200093 China","institution_ids":["https://openalex.org/I148128674"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5006477990","https://openalex.org/A5100353737"],"corresponding_institution_ids":["https://openalex.org/I148128674"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":5.8578,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.96075445,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"7","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10018","display_name":"Advancements in Battery Materials","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.6208535432815552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4855334758758545},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36250320076942444},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3408154845237732},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12612077593803406},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.07952696084976196},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.05110824108123779}],"concepts":[{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.6208535432815552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4855334758758545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36250320076942444},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3408154845237732},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12612077593803406},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.07952696084976196},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.05110824108123779}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202400626","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400626","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202400626","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ecf9029a4faa400d82466f816ab7533d","is_oa":true,"landing_page_url":"https://doaj.org/article/ecf9029a4faa400d82466f816ab7533d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 7, Iss 6, Pp n/a-n/a (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202400626","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400626","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202400626","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G322057315","display_name":null,"funder_award_id":"2023YFB250400","funder_id":"https://openalex.org/F4320335774","funder_display_name":"Key Technologies Research and Development Program"},{"id":"https://openalex.org/G5820669608","display_name":null,"funder_award_id":"23DZ1202500","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G6837801802","display_name":null,"funder_award_id":"21010503100","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320335774","display_name":"Key Technologies Research and Development Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408319975.pdf"},"referenced_works_count":152,"referenced_works":["https://openalex.org/W26088913","https://openalex.org/W1528741131","https://openalex.org/W1587559447","https://openalex.org/W1596185547","https://openalex.org/W1901616594","https://openalex.org/W1969733464","https://openalex.org/W1971044734","https://openalex.org/W1975997599","https://openalex.org/W1982497888","https://openalex.org/W1985583109","https://openalex.org/W1996879303","https://openalex.org/W1998062017","https://openalex.org/W2008056655","https://openalex.org/W2015811642","https://openalex.org/W2025444507","https://openalex.org/W2034708050","https://openalex.org/W2061179540","https://openalex.org/W2063313748","https://openalex.org/W2064173066","https://openalex.org/W2071955309","https://openalex.org/W2081488067","https://openalex.org/W2083415705","https://openalex.org/W2088252378","https://openalex.org/W2095953845","https://openalex.org/W2105925778","https://openalex.org/W2107726111","https://openalex.org/W2128728535","https://openalex.org/W2129018774","https://openalex.org/W2145376937","https://openalex.org/W2148808246","https://openalex.org/W2164700406","https://openalex.org/W2197007850","https://openalex.org/W2197550433","https://openalex.org/W2202147509","https://openalex.org/W2325008792","https://openalex.org/W2408300144","https://openalex.org/W2484571116","https://openalex.org/W2547447472","https://openalex.org/W2560817727","https://openalex.org/W2585189033","https://openalex.org/W2609731728","https://openalex.org/W2619665115","https://openalex.org/W2735575534","https://openalex.org/W2746244909","https://openalex.org/W2769869433","https://openalex.org/W2770233088","https://openalex.org/W2771560613","https://openalex.org/W2772764871","https://openalex.org/W2782945163","https://openalex.org/W2783387067","https://openalex.org/W2785434749","https://openalex.org/W2797406032","https://openalex.org/W2804446681","https://openalex.org/W2804564480","https://openalex.org/W2806173046","https://openalex.org/W2885308507","https://openalex.org/W2902672843","https://openalex.org/W2902976390","https://openalex.org/W2904036058","https://openalex.org/W2905707612","https://openalex.org/W2909182718","https://openalex.org/W2910857709","https://openalex.org/W2912561358","https://openalex.org/W2914402715","https://openalex.org/W2948978827","https://openalex.org/W2952849935","https://openalex.org/W2958445743","https://openalex.org/W2967239350","https://openalex.org/W2970276291","https://openalex.org/W2984353870","https://openalex.org/W2987280934","https://openalex.org/W2989552938","https://openalex.org/W2990048788","https://openalex.org/W2993456323","https://openalex.org/W2996526801","https://openalex.org/W2998784361","https://openalex.org/W3003866204","https://openalex.org/W3007217854","https://openalex.org/W3010521003","https://openalex.org/W3013487850","https://openalex.org/W3014979822","https://openalex.org/W3016068557","https://openalex.org/W3017031438","https://openalex.org/W3029120371","https://openalex.org/W3031028823","https://openalex.org/W3035116213","https://openalex.org/W3037979004","https://openalex.org/W3053356149","https://openalex.org/W3086372695","https://openalex.org/W3086445078","https://openalex.org/W3090555547","https://openalex.org/W3092103797","https://openalex.org/W3096831136","https://openalex.org/W3100789280","https://openalex.org/W3106400375","https://openalex.org/W3106419168","https://openalex.org/W3108493682","https://openalex.org/W3114632476","https://openalex.org/W3121252325","https://openalex.org/W3122731408","https://openalex.org/W3123322699","https://openalex.org/W3138683983","https://openalex.org/W3139349229","https://openalex.org/W3163506347","https://openalex.org/W3177886036","https://openalex.org/W3181940825","https://openalex.org/W3185648168","https://openalex.org/W3186459065","https://openalex.org/W3187024189","https://openalex.org/W3200695454","https://openalex.org/W3204026681","https://openalex.org/W4200410278","https://openalex.org/W4205172069","https://openalex.org/W4212868710","https://openalex.org/W4221091168","https://openalex.org/W4224325514","https://openalex.org/W4226105234","https://openalex.org/W4229038374","https://openalex.org/W4229076376","https://openalex.org/W4240035482","https://openalex.org/W4243150065","https://openalex.org/W4243157294","https://openalex.org/W4244207479","https://openalex.org/W4250859275","https://openalex.org/W4280562409","https://openalex.org/W4283646507","https://openalex.org/W4285198788","https://openalex.org/W4286254627","https://openalex.org/W4286489048","https://openalex.org/W4292065058","https://openalex.org/W4292636476","https://openalex.org/W4293238043","https://openalex.org/W4296847192","https://openalex.org/W4308897973","https://openalex.org/W4311923860","https://openalex.org/W4312851514","https://openalex.org/W4313036908","https://openalex.org/W4321780122","https://openalex.org/W4384407567","https://openalex.org/W4385552829","https://openalex.org/W4385555541","https://openalex.org/W4386509670","https://openalex.org/W4386615067","https://openalex.org/W4386627065","https://openalex.org/W4387058231","https://openalex.org/W4389461518","https://openalex.org/W4389674421","https://openalex.org/W4389964424","https://openalex.org/W4390382248","https://openalex.org/W4391822075","https://openalex.org/W4392500357","https://openalex.org/W4392914257"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"As":[0],"nations":[1],"worldwide":[2],"intensify":[3],"their":[4],"efforts":[5],"to":[6,20,176,185],"achieve":[7],"environmental":[8],"goals":[9],"and":[10,14,40,58,72,112,123,130,140,163,165,180],"reduce":[11],"carbon":[12],"emissions,":[13],"as":[15,55,156],"the":[16,36,59,69,97,121,151,166,181,191],"energy":[17],"landscape":[18],"continues":[19],"evolve,":[21],"importance":[22],"of":[23,44,61,74,82,99,134,172,183,193],"advanced":[24],"battery":[25,37,115,167,195],"technology":[26],"becomes":[27],"increasingly":[28],"critical.":[29],"Despite":[30],"significant":[31],"advancements,":[32],"persistent":[33],"challenges":[34],"at":[35,114],"interfaces\u2014where":[38],"electrode":[39],"electrolyte":[41],"interactions":[42],"occur\u2014are":[43],"particular":[45],"concern.":[46],"These":[47,146],"interfaces":[48],"play":[49],"pivotal":[50],"roles":[51],"in":[52,92,109],"phenomena":[53],"such":[54],"dendrite":[56,136],"growth":[57],"formation":[60],"solid\u2013electrolyte":[62],"interphases":[63],"(SEI),":[64],"which":[65],"are":[66],"crucial":[67],"for":[68,159],"performance,":[70],"longevity,":[71],"safety":[73],"batteries.":[75],"Machine":[76],"learning":[77],"(ML),":[78],"a":[79,157],"vital":[80],"subset":[81],"artificial":[83],"intelligence,":[84],"offers":[85],"robust":[86],"capabilities":[87],"by":[88],"autonomously":[89],"identifying":[90],"patterns":[91],"complex":[93],"datasets,":[94],"thereby":[95,189],"enhancing":[96],"understanding":[98],"these":[100],"intricate":[101],"interfacial":[102,141],"processes.":[103],"This":[104],"review":[105,174],"highlights":[106],"recent":[107],"progress":[108],"ML\u2010assisted":[110],"simulations":[111,133,147],"predictions":[113],"interfaces,":[116],"illustrating":[117],"how":[118],"ML":[119,128,184],"accelerates":[120],"research":[122,179],"development":[124,192],"trajectory.":[125],"By":[126],"employing":[127],"algorithms":[129],"machine":[131],"vision,":[132],"lithium":[135],"growth,":[137],"SEI":[138],"formation,":[139],"dynamics":[142],"can":[143],"be":[144],"performed.":[145],"not":[148],"only":[149],"deepen":[150],"comprehension":[152],"but":[153],"also":[154],"serve":[155],"foundation":[158],"further":[160],"material":[161],"optimization":[162],"predication":[164],"property":[168],"enhancement.":[169],"The":[170],"aim":[171],"this":[173],"is":[175],"spur":[177],"ongoing":[178],"application":[182],"address":[186],"existing":[187],"challenges,":[188],"advancing":[190],"state\u2010of\u2010the\u2010art":[194],"technologies.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}