{"id":"https://openalex.org/W3113044319","doi":"https://doi.org/10.1109/smc42975.2020.9282976","title":"A Novel Multi-agent Cooperative Reinforcement Learning Method for Home Energy Management under a Peak Power-limiting","display_name":"A Novel Multi-agent Cooperative Reinforcement Learning Method for Home Energy Management under a Peak Power-limiting","publication_year":2020,"publication_date":"2020-10-11","ids":{"openalex":"https://openalex.org/W3113044319","doi":"https://doi.org/10.1109/smc42975.2020.9282976","mag":"3113044319"},"language":"en","primary_location":{"id":"doi:10.1109/smc42975.2020.9282976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc42975.2020.9282976","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100688326","display_name":"Fu Jiang","orcid":"https://orcid.org/0000-0002-0142-2462"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Jiang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067526689","display_name":"Chuyu Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuyu Zheng","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030419430","display_name":"Dianzhu Gao","orcid":"https://orcid.org/0000-0002-8649-8166"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dianzhu Gao","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324518","display_name":"Xiaoyong Zhang","orcid":"https://orcid.org/0000-0002-2263-6785"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079841400","display_name":"Weirong Liu","orcid":"https://orcid.org/0000-0002-6207-9100"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weirong Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024505377","display_name":"Yijun Cheng","orcid":"https://orcid.org/0000-0002-9954-3341"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijun Cheng","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007523615","display_name":"Chao Hu","orcid":"https://orcid.org/0000-0003-3606-2900"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Hu","raw_affiliation_strings":["Big Date Institute, Central South University, Changsha, China","Key Laboratory of Medical Information Research of Hunan Province, Central South University, Changsha, China","School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Date Institute, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"Key Laboratory of Medical Information Research of Hunan Province, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052901606","display_name":"Jun Peng","orcid":"https://orcid.org/0000-0001-6269-6929"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Peng","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":null,"apc_paid":null,"fwci":2.147,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88270091,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":1.0,"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":1.0,"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":0.9918000102043152,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9830999970436096,"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":0.8290497064590454},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6912071704864502},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.6804043054580688},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5879608988761902},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5807890892028809},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5744224786758423},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5704420804977417},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.567537784576416},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.46774226427078247},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.45306286215782166},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.4482177495956421},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4189121127128601},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.36217600107192993},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3560101389884949},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19990313053131104},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17730754613876343},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08802896738052368}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8290497064590454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6912071704864502},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.6804043054580688},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5879608988761902},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5807890892028809},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5744224786758423},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5704420804977417},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.567537784576416},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.46774226427078247},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.45306286215782166},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.4482177495956421},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4189121127128601},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.36217600107192993},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3560101389884949},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19990313053131104},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17730754613876343},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08802896738052368},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc42975.2020.9282976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc42975.2020.9282976","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2008668719","https://openalex.org/W2046463737","https://openalex.org/W2050418054","https://openalex.org/W2188280455","https://openalex.org/W2563096608","https://openalex.org/W2731610539","https://openalex.org/W2767460585","https://openalex.org/W2792189324","https://openalex.org/W2795578496","https://openalex.org/W2916738950","https://openalex.org/W2926295867","https://openalex.org/W2952688246","https://openalex.org/W2974232099","https://openalex.org/W2989801077","https://openalex.org/W2990622100","https://openalex.org/W3005335721","https://openalex.org/W3008245761","https://openalex.org/W4299802797","https://openalex.org/W6738796088"],"related_works":["https://openalex.org/W2808418668","https://openalex.org/W2357975469","https://openalex.org/W2101748387","https://openalex.org/W4380550992","https://openalex.org/W4322760752","https://openalex.org/W3096874164","https://openalex.org/W2970347269","https://openalex.org/W2146763310","https://openalex.org/W3167472281","https://openalex.org/W2937181779"],"abstract_inverted_index":{"Home":[0],"energy":[1,22,26,55,79],"management":[2,56],"plays":[3],"a":[4,32,45,58,70,75],"key":[5],"role":[6],"in":[7,119],"demand":[8],"response":[9],"for":[10,53],"residential":[11],"customers":[12,29],"to":[13,35,122],"reduce":[14],"the":[15,36,39,43,64,98,111,124,127],"total":[16,65],"cost":[17,66],"via":[18],"scheduling":[19,81],"household":[20,77],"loads":[21,78],"consumption.":[23],"However,":[24],"excessive":[25],"consumption":[27,80],"by":[28],"will":[30],"bring":[31],"great":[33],"challenge":[34],"stability":[37],"of":[38,126],"grid.":[40],"To":[41],"address":[42],"challenge,":[44],"day-ahead":[46],"multi-agent":[47],"reinforcement":[48],"learning":[49],"method":[50],"is":[51,83,94],"proposed":[52,84,99,128],"home":[54],"under":[57],"peak":[59,112],"power-limiting.":[60],"We":[61],"first":[62],"formulate":[63],"minimization":[67],"problem":[68],"as":[69],"Markov":[71],"game,":[72],"and":[73],"then":[74],"novel":[76],"algorithm":[82,100],"based":[85],"on":[86],"Mutil-agent":[87],"Deep":[88],"Deterministic":[89],"Policy":[90],"Gradient":[91],"(MADDPG).":[92],"It":[93],"worth":[95],"mentioning":[96],"that":[97,107],"can":[101,109],"achieve":[102],"cooperation":[103],"between":[104],"agents":[105],"so":[106],"it":[108],"meet":[110],"power-limiting":[113],"constraint.":[114],"Simulation":[115],"results":[116],"are":[117],"provided":[118],"this":[120],"paper":[121],"show":[123],"effectiveness":[125],"method.":[129]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
