{"id":"https://openalex.org/W4411406630","doi":"https://doi.org/10.1109/access.2025.3580735","title":"Multi-Agent Energy Market Simulations With Machine Learning Integration: A Systematic Literature Review","display_name":"Multi-Agent Energy Market Simulations With Machine Learning Integration: A Systematic Literature Review","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411406630","doi":"https://doi.org/10.1109/access.2025.3580735"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3580735","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3580735","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3580735","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118331377","display_name":"Burak Gokce","orcid":"https://orcid.org/0000-0002-4223-8434"},"institutions":[{"id":"https://openalex.org/I1330665745","display_name":"Energy Institute","ror":"https://ror.org/03fgcf430","country_code":"GB","type":"other","lineage":["https://openalex.org/I1330665745"]},{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["GB","TR"],"is_corresponding":false,"raw_author_name":"Burak Gokce","raw_affiliation_strings":["Energy Institute, Istanbul Technical University, &#x0130;stanbul, T&#x00FC;rkiye","Energy Science and Technology, Energy Institute, Istanbul Technical University, Maslak/Sar&#x0131;yer, Istanbul, T&#x00FC;rkiye"],"raw_orcid":"https://orcid.org/0000-0002-4223-8434","affiliations":[{"raw_affiliation_string":"Energy Institute, Istanbul Technical University, &#x0130;stanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I48912391"]},{"raw_affiliation_string":"Energy Science and Technology, Energy Institute, Istanbul Technical University, Maslak/Sar&#x0131;yer, Istanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I1330665745","https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016511791","display_name":"G\u00fclg\u00fcn Kayakutlu","orcid":"https://orcid.org/0000-0001-8548-6377"},"institutions":[{"id":"https://openalex.org/I1330665745","display_name":"Energy Institute","ror":"https://ror.org/03fgcf430","country_code":"GB","type":"other","lineage":["https://openalex.org/I1330665745"]},{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["GB","TR"],"is_corresponding":false,"raw_author_name":"Gulgun Kayakutlu","raw_affiliation_strings":["Energy Institute, Istanbul Technical University, &#x0130;stanbul, T&#x00FC;rkiye","Energy Science and Technology, Energy Institute, Istanbul Technical University, Maslak/Sar&#x0131;yer, Istanbul, T&#x00FC;rkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Institute, Istanbul Technical University, &#x0130;stanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I48912391"]},{"raw_affiliation_string":"Energy Science and Technology, Energy Institute, Istanbul Technical University, Maslak/Sar&#x0131;yer, Istanbul, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I1330665745","https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.7678,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68794845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"106003","last_page":"106018"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11954","display_name":"Energy Efficiency and Management","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11954","display_name":"Energy Efficiency and Management","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9811000227928162,"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"}},{"id":"https://openalex.org/T10424","display_name":"Electric Power System Optimization","score":0.9797000288963318,"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/computer-science","display_name":"Computer science","score":0.6928794384002686},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.49280980229377747},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.41204142570495605},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3904009461402893},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3800565302371979},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08007881045341492}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6928794384002686},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.49280980229377747},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.41204142570495605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3904009461402893},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3800565302371979},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08007881045341492},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3580735","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3580735","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:deaecd7a91bc4f4498ab3eec7bcd221a","is_oa":true,"landing_page_url":"https://doaj.org/article/deaecd7a91bc4f4498ab3eec7bcd221a","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":"IEEE Access, Vol 13, Pp 106003-106018 (2025)","raw_type":"article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/51611","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/51611","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3580735","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3580735","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":134,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W112898938","https://openalex.org/W169931978","https://openalex.org/W1202766582","https://openalex.org/W1500711195","https://openalex.org/W1522372289","https://openalex.org/W1561556063","https://openalex.org/W1631703668","https://openalex.org/W1921799566","https://openalex.org/W1964788706","https://openalex.org/W1965285853","https://openalex.org/W1982930563","https://openalex.org/W1990517717","https://openalex.org/W1993447587","https://openalex.org/W2002899306","https://openalex.org/W2004662601","https://openalex.org/W2006574796","https://openalex.org/W2013144687","https://openalex.org/W2018964647","https://openalex.org/W2040620186","https://openalex.org/W2048092763","https://openalex.org/W2051034174","https://openalex.org/W2061561129","https://openalex.org/W2083795803","https://openalex.org/W2085180710","https://openalex.org/W2088493201","https://openalex.org/W2106155860","https://openalex.org/W2110090509","https://openalex.org/W2110861840","https://openalex.org/W2114913053","https://openalex.org/W2120327309","https://openalex.org/W2124344619","https://openalex.org/W2125731662","https://openalex.org/W2145339207","https://openalex.org/W2150704630","https://openalex.org/W2151049615","https://openalex.org/W2163569945","https://openalex.org/W2207126595","https://openalex.org/W2214826232","https://openalex.org/W2228298580","https://openalex.org/W2250674564","https://openalex.org/W2306123889","https://openalex.org/W2363930778","https://openalex.org/W2409517661","https://openalex.org/W2476725267","https://openalex.org/W2496362907","https://openalex.org/W2510259342","https://openalex.org/W2517677157","https://openalex.org/W2550946479","https://openalex.org/W2562497590","https://openalex.org/W2598075689","https://openalex.org/W2745419972","https://openalex.org/W2763203395","https://openalex.org/W2779727356","https://openalex.org/W2799709985","https://openalex.org/W2888118999","https://openalex.org/W2888598463","https://openalex.org/W2895951708","https://openalex.org/W2901574742","https://openalex.org/W2909041342","https://openalex.org/W2943421606","https://openalex.org/W2946306833","https://openalex.org/W2951178927","https://openalex.org/W2965399094","https://openalex.org/W2972148356","https://openalex.org/W2982064021","https://openalex.org/W2993018414","https://openalex.org/W2997360310","https://openalex.org/W3006325104","https://openalex.org/W3023667102","https://openalex.org/W3026258261","https://openalex.org/W3034055718","https://openalex.org/W3034924128","https://openalex.org/W3041621816","https://openalex.org/W3049445493","https://openalex.org/W3090484977","https://openalex.org/W3118615836","https://openalex.org/W3127742487","https://openalex.org/W3135370003","https://openalex.org/W3135394826","https://openalex.org/W3141192330","https://openalex.org/W3158193490","https://openalex.org/W3164526350","https://openalex.org/W3169312481","https://openalex.org/W3172930590","https://openalex.org/W3181669971","https://openalex.org/W3184114240","https://openalex.org/W3195986271","https://openalex.org/W3196151837","https://openalex.org/W3206072948","https://openalex.org/W4210939496","https://openalex.org/W4221145154","https://openalex.org/W4224276863","https://openalex.org/W4225009817","https://openalex.org/W4226023812","https://openalex.org/W4226101380","https://openalex.org/W4283769870","https://openalex.org/W4285285390","https://openalex.org/W4292672189","https://openalex.org/W4298857629","https://openalex.org/W4302425292","https://openalex.org/W4312084331","https://openalex.org/W4312457028","https://openalex.org/W4312480146","https://openalex.org/W4313388795","https://openalex.org/W4313478562","https://openalex.org/W4318473078","https://openalex.org/W4320024332","https://openalex.org/W4322704167","https://openalex.org/W4323315097","https://openalex.org/W4362677697","https://openalex.org/W4366246010","https://openalex.org/W4381949511","https://openalex.org/W4385075831","https://openalex.org/W4385889109","https://openalex.org/W4386024624","https://openalex.org/W4387781695","https://openalex.org/W4389719636","https://openalex.org/W4390582872","https://openalex.org/W4390628689","https://openalex.org/W4390938819","https://openalex.org/W4392010940","https://openalex.org/W4392950008","https://openalex.org/W4399490740","https://openalex.org/W4402922838","https://openalex.org/W6633940122","https://openalex.org/W6635196247","https://openalex.org/W6684921986","https://openalex.org/W6704729254","https://openalex.org/W6748839928","https://openalex.org/W6770305141","https://openalex.org/W6775300602","https://openalex.org/W6785041143","https://openalex.org/W6999533045"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,112,136,153],"transition":[1],"to":[2,8,36,69,82,110],"green":[3],"energy":[4,11,46,60,189],"requires":[5],"advanced":[6],"models":[7],"analyze":[9],"complex":[10],"systems.":[12,62],"Among":[13],"these":[14],"models,":[15],"agent-based":[16],"modeling":[17],"(ABM)":[18],"or":[19],"multi-agent":[20],"systems":[21],"represents":[22],"the":[23,42,80,88,98,122,133,142,146,172],"most":[24],"pivotal":[25],"simulation":[26,126],"techniques.":[27],"Machine":[28],"learning":[29,72,76,158],"(ML)":[30],"methods":[31,65,162],"are":[32,167],"integrated":[33],"into":[34],"ABM":[35,103],"accurately":[37],"simulate":[38],"real-world":[39],"scenarios":[40],"and":[41,58,128,148,159,176,180],"behavior":[43],"of":[44,91,100,141,145,171,174],"emerging":[45],"market":[47,123],"agents,":[48],"such":[49],"as":[50,132],"renewable":[51],"power":[52],"plants,":[53],"incentive":[54],"schemes,":[55],"electric":[56],"vehicles,":[57],"battery":[59],"storage":[61],"Initially,":[63],"ML":[64,93,101,129],"were":[66],"primarily":[67],"used":[68],"improve":[70],"agent":[71,157],"using":[73,121],"a":[74],"reinforcement":[75],"(RL)":[77],"method.":[78],"However,":[79],"need":[81],"estimate":[83],"external":[84],"data":[85,124,177],"has":[86],"motivated":[87],"broader":[89],"adoption":[90],"various":[92],"methods.":[94],"This":[95],"paper":[96],"reviews":[97],"integration":[99],"within":[102],"frameworks,":[104],"by":[105],"examining":[106],"articles":[107],"from":[108,187],"2014":[109],"2024.":[111],"review":[113],"methodology":[114],"utilized":[115],"self-organizing":[116],"map":[117],"(SOM)":[118],"based":[119],"clustering":[120,134],"types,":[125],"periods,":[127],"contribution":[130],"types":[131],"attributes.":[135],"study":[137],"provides":[138],"an":[139],"overview":[140],"current":[143],"state":[144],"field":[147],"identifies":[149],"potential":[150],"research":[151],"gaps.":[152],"findings":[154],"indicate":[155],"that":[156],"traditional":[160],"RL":[161],"dominate;":[163],"however,":[164],"significant":[165],"gaps":[166],"evident":[168],"in":[169],"terms":[170],"inclusion":[173],"long-term":[175],"prediction":[178],"studies,":[179],"future":[181],"studies":[182],"should":[183],"integrate":[184],"more":[185],"observations":[186],"other":[188],"markets":[190],"along":[191],"with":[192],"electricity.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
