{"id":"https://openalex.org/W7155911654","doi":"https://doi.org/10.1109/tii.2026.3674845","title":"A Deep Reinforcement Learning-Based Grid Management Framework for PV-Rich Smart Distribution Systems","display_name":"A Deep Reinforcement Learning-Based Grid Management Framework for PV-Rich Smart Distribution Systems","publication_year":2026,"publication_date":"2026-04-27","ids":{"openalex":"https://openalex.org/W7155911654","doi":"https://doi.org/10.1109/tii.2026.3674845"},"language":null,"primary_location":{"id":"doi:10.1109/tii.2026.3674845","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2026.3674845","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-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/A5043782669","display_name":"Souvik Bera","orcid":"https://orcid.org/0000-0002-3045-9088"},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Souvik Bera","raw_affiliation_strings":["Department of Electrical Engineering, Indian Institute of Technology Gandhinagar, Gujarat, India"],"raw_orcid":"https://orcid.org/0000-0002-3045-9088","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Indian Institute of Technology Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001833542","display_name":"Naran M. Pindoriya","orcid":"https://orcid.org/0000-0002-0551-2828"},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Naran M. Pindoriya","raw_affiliation_strings":["Department of Electrical Engineering, Indian Institute of Technology Gandhinagar, Gujarat, India"],"raw_orcid":"https://orcid.org/0000-0002-0551-2828","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Indian Institute of Technology Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I27674431"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27674431"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32363376,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"7","first_page":"6082","last_page":"6093"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.4438999891281128,"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":0.4438999891281128,"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/T10454","display_name":"Optimal Power Flow Distribution","score":0.13410000503063202,"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/T13183","display_name":"Islanding Detection in Power Systems","score":0.11680000275373459,"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/smart-grid","display_name":"Smart grid","score":0.5820000171661377},{"id":"https://openalex.org/keywords/distribution-grid","display_name":"Distribution grid","score":0.38089999556541443},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.3725000023841858},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.34310001134872437},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.33869999647140503},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3206999897956848},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.31040000915527344},{"id":"https://openalex.org/keywords/distribution-management-system","display_name":"Distribution management system","score":0.3102000057697296}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6517999768257141},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.5820000171661377},{"id":"https://openalex.org/C2986219281","wikidata":"https://www.wikidata.org/wiki/Q844861","display_name":"Distribution grid","level":3,"score":0.38089999556541443},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3725000023841858},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.3725000023841858},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.33869999647140503},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3167000114917755},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C62066863","wikidata":"https://www.wikidata.org/wiki/Q5283196","display_name":"Distribution management system","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.3100999891757965},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2939000129699707},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C149441793","wikidata":"https://www.wikidata.org/wiki/Q200726","display_name":"Probability distribution","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C176563091","wikidata":"https://www.wikidata.org/wiki/Q669238","display_name":"Intelligent sensor","level":3,"score":0.25360000133514404},{"id":"https://openalex.org/C2983254600","wikidata":"https://www.wikidata.org/wiki/Q1096907","display_name":"Power grid","level":3,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2026.3674845","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2026.3674845","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.528678834438324,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2011150768","https://openalex.org/W2132829140","https://openalex.org/W2883076328","https://openalex.org/W3000327236","https://openalex.org/W3043475934","https://openalex.org/W3110616637","https://openalex.org/W3118427582","https://openalex.org/W3122780823","https://openalex.org/W3152881947","https://openalex.org/W3178868783","https://openalex.org/W4226074066","https://openalex.org/W4226477512","https://openalex.org/W4253469688","https://openalex.org/W4367663518","https://openalex.org/W4375929209","https://openalex.org/W4377001486","https://openalex.org/W4386524000","https://openalex.org/W4387757865","https://openalex.org/W4389961149","https://openalex.org/W4390285436","https://openalex.org/W4392903609","https://openalex.org/W4399768051"],"related_works":[],"abstract_inverted_index":{"This":[0,57],"article":[1],"presents":[2],"a":[3,33,40,118,121],"multi-stage":[4],"deep":[5],"reinforcement":[6],"learning":[7,61],"framework":[8,31,111],"for":[9,39,162],"volt-var":[10],"or":[11],"volt-watt":[12],"optimization":[13],"(VVO/VWO)":[14],"in":[15,71],"solar":[16],"photovoltaic-rich":[17],"active":[18],"distribution":[19],"networks":[20],"(ADNs)":[21],"to":[22,62,93,184],"enhance":[23],"voltage":[24,171],"regulation":[25,47],"and":[26,36,48,53,66,106,115,126,150,173,179],"minimize":[27],"network":[28,174],"losses.":[29],"The":[30,109,165],"introduces":[32],"centralized\u2013decentralized":[34],"training":[35,64,177],"execution":[37],"structure":[38],"multi-agent":[41],"environment":[42],"that":[43,132],"segregates":[44],"the":[45,67,95,145,158],"objectives\u2014voltage":[46],"loss":[49],"minimization":[50],"into":[51,135],"decentralized":[52],"centralized":[54,80],"tasks,":[55],"respectively.":[56],"architecture":[58],"leverages":[59],"independent":[60,99],"reduce":[63],"iterations":[65],"computation":[68],"overheads,":[69],"particularly":[70],"large-scale":[72],"agent":[73],"deployments,":[74],"while":[75],"sharing":[76],"limited":[77],"information":[78],"during":[79],"training.":[81],"A":[82],"novel":[83],"contribution":[84],"factor":[85],"method":[86],"based":[87],"on":[88,117],"reward":[89],"backstepping":[90],"is":[91],"proposed":[92,110],"address":[94],"non-stationarity":[96],"caused":[97],"by":[98],"learning,":[100],"which":[101,155],"enables":[102],"accurate":[103],"credit":[104],"assignment":[105],"stable":[107],"learning.":[108],"has":[112],"been":[113],"evaluated":[114],"validated":[116],"practical":[119],"ADN,":[120],"modified":[122],"IEEE":[123,128],"33":[124],"bus,":[125],"an":[127,151],"119":[129],"bus":[130],"system":[131],"are":[133],"segmented":[134],"different":[136],"areas":[137],"of":[138,170],"control":[139],"(AoC),":[140],"where":[141],"each":[142],"consumer":[143],"within":[144],"AoC":[146],"comprises":[147],"local":[148],"loads":[149],"individual":[152],"PV-fed":[153],"inverter,":[154],"serves":[156],"as":[157],"primary":[159],"controlling":[160],"device":[161],"executing":[163],"VVO/VWO.":[164],"results":[166],"indicate":[167],"effective":[168],"reduction":[169],"violations":[172],"losses,":[175],"improved":[176],"convergence,":[178],"decreased":[180],"computational":[181],"requirements":[182],"compared":[183],"existing":[185],"frameworks.":[186]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-04-28T00:00:00"}
