{"id":"https://openalex.org/W4213269798","doi":"https://doi.org/10.1007/s12293-022-00357-w","title":"Preference based multi-objective reinforcement learning for multi-microgrid system optimization problem in smart grid","display_name":"Preference based multi-objective reinforcement learning for multi-microgrid system optimization problem in smart grid","publication_year":2022,"publication_date":"2022-02-22","ids":{"openalex":"https://openalex.org/W4213269798","doi":"https://doi.org/10.1007/s12293-022-00357-w"},"language":"en","primary_location":{"id":"doi:10.1007/s12293-022-00357-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12293-022-00357-w","pdf_url":null,"source":{"id":"https://openalex.org/S125629831","display_name":"Memetic Computing","issn_l":"1865-9284","issn":["1865-9284","1865-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Memetic Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s12293-022-00357-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033614477","display_name":"Jiangjiao Xu","orcid":"https://orcid.org/0000-0002-7883-705X"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jiangjiao Xu","raw_affiliation_strings":["College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343450","display_name":"Ke Li","orcid":"https://orcid.org/0000-0001-7200-4244"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ke Li","raw_affiliation_strings":["College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK"],"raw_orcid":"https://orcid.org/0000-0001-7200-4244","affiliations":[{"raw_affiliation_string":"College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049783133","display_name":"Mohammad Abusara","orcid":"https://orcid.org/0000-0002-4195-5079"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammad Abusara","raw_affiliation_strings":["College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Mathematics and Physical Sciences, Exeter University, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5033614477"],"corresponding_institution_ids":["https://openalex.org/I23923803"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3490},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3490},"fwci":2.124,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.86995033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"14","issue":"2","first_page":"225","last_page":"235"},"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":0.9998999834060669,"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.9970999956130981,"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/microgrid","display_name":"Microgrid","score":0.8506507277488708},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7030385732650757},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6066263318061829},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.579464316368103},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.49143803119659424},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.48672106862068176},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.4457029402256012},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.43459558486938477},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4111787676811218},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3008049726486206},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.2984769940376282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26495248079299927},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.2241264283657074},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18370741605758667}],"concepts":[{"id":"https://openalex.org/C2776784348","wikidata":"https://www.wikidata.org/wiki/Q5762595","display_name":"Microgrid","level":3,"score":0.8506507277488708},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7030385732650757},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6066263318061829},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.579464316368103},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.49143803119659424},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.48672106862068176},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.4457029402256012},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.43459558486938477},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4111787676811218},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3008049726486206},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2984769940376282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26495248079299927},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2241264283657074},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18370741605758667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s12293-022-00357-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12293-022-00357-w","pdf_url":null,"source":{"id":"https://openalex.org/S125629831","display_name":"Memetic Computing","issn_l":"1865-9284","issn":["1865-9284","1865-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Memetic Computing","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/29784323","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:ore.exeter.ac.uk:10871/128296","is_oa":true,"landing_page_url":"http://hdl.handle.net/10871/128296","pdf_url":null,"source":{"id":"https://openalex.org/S4306401998","display_name":"Open Research Exeter (University of Exeter)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I23923803","host_organization_name":"University of Exeter","host_organization_lineage":["https://openalex.org/I23923803"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s12293-022-00357-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12293-022-00357-w","pdf_url":null,"source":{"id":"https://openalex.org/S125629831","display_name":"Memetic Computing","issn_l":"1865-9284","issn":["1865-9284","1865-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Memetic Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1605164230","display_name":null,"funder_award_id":"2TF1 100422","funder_id":"https://openalex.org/F4320313467","funder_display_name":"Alan Turing Institute"}],"funders":[{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1543572792","https://openalex.org/W1551852446","https://openalex.org/W1826343992","https://openalex.org/W1967370750","https://openalex.org/W1983471712","https://openalex.org/W1989649628","https://openalex.org/W1997188340","https://openalex.org/W2032124854","https://openalex.org/W2050495423","https://openalex.org/W2055983716","https://openalex.org/W2058192020","https://openalex.org/W2080856707","https://openalex.org/W2090218528","https://openalex.org/W2109449621","https://openalex.org/W2141557169","https://openalex.org/W2153339991","https://openalex.org/W2189658502","https://openalex.org/W2530234666","https://openalex.org/W2578677524","https://openalex.org/W2604500940","https://openalex.org/W3036532492","https://openalex.org/W3180266775","https://openalex.org/W4249241893"],"related_works":["https://openalex.org/W1574359403","https://openalex.org/W2057975886","https://openalex.org/W4308700935","https://openalex.org/W4210780382","https://openalex.org/W2356033827","https://openalex.org/W2391138633","https://openalex.org/W2907234787","https://openalex.org/W4285503559","https://openalex.org/W4206134051","https://openalex.org/W4383747562"],"abstract_inverted_index":{"Abstract":[0],"Grid-connected":[1],"microgrids":[2,34],"comprising":[3],"renewable":[4],"energy,":[5],"energy":[6,19,73],"storage":[7],"systems":[8],"and":[9,24,39,46,105,173],"local":[10],"load,":[11],"play":[12],"a":[13,57,61,66,124,142],"vital":[14],"role":[15],"in":[16],"decreasing":[17],"the":[18,44,49,53,80,97,100,106,156,168,171,175,178],"consumption":[20],"of":[21,48,170,177],"fossil":[22],"diesel":[23],"greenhouse":[25],"gas":[26],"emissions.":[27],"A":[28,135],"distribution":[29],"power":[30,50,68,88,107],"network":[31],"connecting":[32],"several":[33],"can":[35,91,159],"promote":[36],"more":[37],"potent":[38],"reliable":[40],"operations":[41],"to":[42,113,121,123,131,140,146],"enhance":[43],"security":[45],"privacy":[47],"system.":[51],"However,":[52],"operation":[54],"control":[55],"for":[56,128],"multi-microgrid":[58,67],"system":[59,89,102],"is":[60,76,119,138],"big":[62],"challenge.":[63],"To":[64],"design":[65],"system,":[69],"an":[70],"intelligent":[71],"multi-microgrids":[72],"management":[74],"method":[75,158],"proposed":[77,120,157,179],"based":[78],"on":[79],"preference-based":[81,152],"multi-objective":[82],"reinforcement":[83],"learning":[84],"(PMORL)":[85],"techniques.":[86],"The":[87,117,151,164],"model":[90],"be":[92],"divided":[93],"into":[94],"three":[95],"layers:":[96],"consumer":[98],"layer,":[99,104],"independent":[101],"operator":[103],"grid":[108],"layer.":[109],"Each":[110],"layer":[111],"intends":[112],"maximize":[114],"its":[115],"benefit.":[116],"PMORL":[118,172],"lead":[122],"Pareto":[125],"optimal":[126],"set":[127],"each":[129],"object":[130],"achieve":[132],"these":[133],"objectives.":[134],"non-dominated":[136],"solution":[137],"decided":[139],"execute":[141],"balanced":[143],"plan":[144],"not":[145],"favor":[147],"any":[148],"particular":[149],"participant.":[150],"results":[153],"show":[154],"that":[155],"effectively":[160],"learn":[161],"different":[162],"preferences.":[163],"simulation":[165],"outcomes":[166],"confirm":[167],"performance":[169],"verify":[174],"viability":[176],"method.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-12T08:28:47.272897","created_date":"2025-10-10T00:00:00"}
