{"id":"https://openalex.org/W4406208598","doi":"https://doi.org/10.1109/icarcv63323.2024.10821707","title":"Federated Multi-Agent Reinforcement Learning Method for Energy Management of Microgrids","display_name":"Federated Multi-Agent Reinforcement Learning Method for Energy Management of Microgrids","publication_year":2024,"publication_date":"2024-12-12","ids":{"openalex":"https://openalex.org/W4406208598","doi":"https://doi.org/10.1109/icarcv63323.2024.10821707"},"language":"en","primary_location":{"id":"doi:10.1109/icarcv63323.2024.10821707","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icarcv63323.2024.10821707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 18th International Conference on Control, Automation, Robotics and Vision (ICARCV)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077733158","display_name":"Haochen Wang","orcid":"https://orcid.org/0009-0000-1185-0201"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haochen Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University,Jinan,China,250061"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University,Jinan,China,250061","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041148961","display_name":"Xiaowen Wang","orcid":"https://orcid.org/0000-0001-8916-5378"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowen Wang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University,Jinan,China,250061"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University,Jinan,China,250061","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031757773","display_name":"Shuai Liu","orcid":"https://orcid.org/0000-0002-9412-1430"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Liu","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University,Jinan,China,250061"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University,Jinan,China,250061","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061007133","display_name":"Qianyi Qin","orcid":"https://orcid.org/0000-0002-0713-6336"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianyi Qin","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University,Jinan,China,250061"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University,Jinan,China,250061","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111171226","display_name":"Liang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Xu","raw_affiliation_strings":["School of Future Technology, Shanghai University,Shanghai,China,201900"],"affiliations":[{"raw_affiliation_string":"School of Future Technology, Shanghai University,Shanghai,China,201900","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5077733158"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.222,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57040864,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1166","last_page":"1171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9908999800682068,"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"}},"topics":[{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9908999800682068,"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/T10223","display_name":"Microgrid Control and Optimization","score":0.96670001745224,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12546","display_name":"Smart Parking Systems Research","score":0.9437999725341797,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.826501727104187},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7054858803749084},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5267324447631836},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.33580464124679565},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2814505398273468}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.826501727104187},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7054858803749084},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5267324447631836},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.33580464124679565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2814505398273468},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icarcv63323.2024.10821707","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icarcv63323.2024.10821707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 18th International Conference on Control, Automation, Robotics and Vision (ICARCV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8399999737739563}],"awards":[{"id":"https://openalex.org/G1679607899","display_name":null,"funder_award_id":"ZR2022MF227","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7451267703","display_name":null,"funder_award_id":"62133008,62373226","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1994037823","https://openalex.org/W2884320687","https://openalex.org/W2911366932","https://openalex.org/W2963723202","https://openalex.org/W3217599394","https://openalex.org/W4210476130","https://openalex.org/W4285254953","https://openalex.org/W4286582010","https://openalex.org/W4313484354","https://openalex.org/W4378083125","https://openalex.org/W4386903304","https://openalex.org/W4387006261","https://openalex.org/W4389611005"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W2354768891","https://openalex.org/W4229332389","https://openalex.org/W1510108650","https://openalex.org/W2322968447","https://openalex.org/W2356819012"],"abstract_inverted_index":{"In":[0],"the":[1,39,70,119,122],"past":[2],"few":[3],"years,":[4],"energy":[5],"management":[6],"strategies":[7],"based":[8,58],"on":[9,59],"multi-agent":[10],"reinforcement":[11],"learning":[12,48],"(MARL)":[13],"have":[14],"been":[15],"an":[16],"active":[17],"research":[18],"topic.":[19],"However,":[20],"existing":[21],"MARL":[22,85],"algorithms":[23],"require":[24],"a":[25,84],"massive":[26],"amount":[27],"of":[28,104,121],"data,":[29],"making":[30],"it":[31],"challenging":[32],"to":[33,56,112],"ensure":[34],"data":[35,61,72,102,116],"privacy.":[36],"To":[37],"address":[38],"problem,":[40],"this":[41],"paper":[42],"investigates":[43],"FL-MARL":[44],"that":[45,69],"combines":[46],"federated":[47],"(FL)":[49],"with":[50,83],"MARL.":[51],"FL":[52],"allows":[53],"each":[54,105],"agent":[55,106],"train":[57],"local":[60],"and":[62,107,114],"only":[63],"share":[64],"model":[65],"parameters,":[66],"which":[67],"means":[68],"actual":[71],"are":[73],"not":[74],"shared":[75],"among":[76],"agents.":[77],"The":[78,92],"framework":[79],"is":[80,124],"in":[81],"conjunction":[82],"algorithm:":[86],"independent":[87],"proximal":[88],"policy":[89],"optimization":[90],"(IPPO).":[91],"proposed":[93],"algorithm":[94,123],"has":[95],"two":[96],"advantages:":[97],"1)":[98],"It":[99,109],"can":[100,110],"protect":[101],"privacy":[103],"2)":[108],"adapt":[111],"large-scale":[113],"decentralized":[115],"scenarios.":[117],"Finally,":[118],"performance":[120],"verified":[125],"by":[126],"simulation.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}