{"id":"https://openalex.org/W3031018183","doi":"https://doi.org/10.1109/jsyst.2020.2996547","title":"Intelligent Residential Energy Management System Using Deep Reinforcement Learning","display_name":"Intelligent Residential Energy Management System Using Deep Reinforcement Learning","publication_year":2020,"publication_date":"2020-06-08","ids":{"openalex":"https://openalex.org/W3031018183","doi":"https://doi.org/10.1109/jsyst.2020.2996547","mag":"3031018183"},"language":"en","primary_location":{"id":"doi:10.1109/jsyst.2020.2996547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2020.2996547","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"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 Systems Journal","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2005.14259","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059344599","display_name":"Alwyn Mathew","orcid":"https://orcid.org/0000-0003-2125-4731"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Alwyn Mathew","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India"],"raw_orcid":"https://orcid.org/0000-0003-2125-4731","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I132153292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101502725","display_name":"Abhijit Roy","orcid":"https://orcid.org/0000-0003-0640-7488"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Abhijit Roy","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I132153292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081683515","display_name":"Jimson Mathew","orcid":"https://orcid.org/0000-0001-8247-9040"},"institutions":[{"id":"https://openalex.org/I132153292","display_name":"Indian Institute of Technology Patna","ror":"https://ror.org/01ft5vz71","country_code":"IN","type":"education","lineage":["https://openalex.org/I132153292"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jimson Mathew","raw_affiliation_strings":["Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India"],"raw_orcid":"https://orcid.org/0000-0001-8247-9040","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India","institution_ids":["https://openalex.org/I132153292"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I132153292"],"apc_list":null,"apc_paid":null,"fwci":3.4308,"has_fulltext":false,"cited_by_count":68,"citation_normalized_percentile":{"value":0.93205138,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"14","issue":"4","first_page":"5362","last_page":"5372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9998999834060669,"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":0.9998999834060669,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9821000099182129,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9817000031471252,"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":0.7353028059005737},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5676508545875549},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5130197405815125},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3524448871612549},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3505614399909973}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7353028059005737},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5676508545875549},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5130197405815125},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3524448871612549},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3505614399909973},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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":2,"locations":[{"id":"doi:10.1109/jsyst.2020.2996547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2020.2996547","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"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 Systems Journal","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2005.14259","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.14259","pdf_url":"https://arxiv.org/pdf/2005.14259","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2005.14259","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.14259","pdf_url":"https://arxiv.org/pdf/2005.14259","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G4585450363","display_name":null,"funder_award_id":"# ID: P582","funder_id":"https://openalex.org/F4320322724","funder_display_name":"Ministry of Education, India"}],"funders":[{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W197326900","https://openalex.org/W295823344","https://openalex.org/W1515851193","https://openalex.org/W1604040248","https://openalex.org/W1757796397","https://openalex.org/W1836465849","https://openalex.org/W1987505752","https://openalex.org/W2000027203","https://openalex.org/W2001386890","https://openalex.org/W2012160694","https://openalex.org/W2014878221","https://openalex.org/W2021692831","https://openalex.org/W2024998154","https://openalex.org/W2038872716","https://openalex.org/W2042152172","https://openalex.org/W2060148334","https://openalex.org/W2082261096","https://openalex.org/W2115700971","https://openalex.org/W2118534428","https://openalex.org/W2119218002","https://openalex.org/W2123017553","https://openalex.org/W2128936594","https://openalex.org/W2141559645","https://openalex.org/W2145339207","https://openalex.org/W2146069456","https://openalex.org/W2155556726","https://openalex.org/W2155968351","https://openalex.org/W2167374930","https://openalex.org/W2220013079","https://openalex.org/W2247223200","https://openalex.org/W2277948250","https://openalex.org/W2510963664","https://openalex.org/W2537789422","https://openalex.org/W2542090291","https://openalex.org/W2581112507","https://openalex.org/W2598441350","https://openalex.org/W2625867474","https://openalex.org/W2704982056","https://openalex.org/W2746553466","https://openalex.org/W2757802645","https://openalex.org/W2767316183","https://openalex.org/W2774076041","https://openalex.org/W2774772673","https://openalex.org/W2795276745","https://openalex.org/W2795678312","https://openalex.org/W2796265311","https://openalex.org/W2889365068","https://openalex.org/W2889692183","https://openalex.org/W2897257085","https://openalex.org/W2904635416","https://openalex.org/W2911778082","https://openalex.org/W2946808087","https://openalex.org/W2949117887","https://openalex.org/W2952132193","https://openalex.org/W2954669136","https://openalex.org/W2958366347","https://openalex.org/W2972238369","https://openalex.org/W3099106193","https://openalex.org/W3105644524","https://openalex.org/W4254755460","https://openalex.org/W4298857966","https://openalex.org/W6608101508","https://openalex.org/W6637967152","https://openalex.org/W6638667902"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W4385360524","https://openalex.org/W2354768891","https://openalex.org/W4229332389","https://openalex.org/W1510108650","https://openalex.org/W2322968447","https://openalex.org/W2356819012"],"abstract_inverted_index":{"The":[0,83,116,154],"rising":[1],"demand":[2,69,152],"for":[3,13,68,87,129],"electricity":[4,146,178],"and":[5,49,106,148],"its":[6,113],"essential":[7],"nature":[8],"in":[9,92,112],"today's":[10],"world":[11],"call":[12],"intelligent":[14],"home":[15],"energy":[16,22],"management":[17],"systems":[18],"that":[19,35],"can":[20,36],"reduce":[21],"usage.":[23],"This":[24],"article":[25,61],"aims":[26],"a":[27,32,63,81],"novel":[28],"way":[29],"to":[30,40,47,101,142],"develop":[31],"learning":[33,66,114],"system":[34,149],"learn":[37,102],"from":[38,43,161],"experience":[39],"shift":[41],"loads":[42,160],"one":[44],"time":[45],"instance":[46],"another":[48],"achieve":[50],"the":[51,55,72,76,93,99,104,120,123,137,166,169,184,188],"goal":[52],"of":[53,122,139,172,187],"minimizing":[54,183],"aggregate":[56],"peak":[57,131,150,185],"load.":[58],"Specifically,":[59],"this":[60],"proposes":[62],"deep":[64],"reinforcement":[65],"model":[67,156],"response":[70],"where":[71],"virtual":[73],"agent":[74,84,100,141],"learns":[75,80],"task":[77],"like":[78],"humans":[79],"task.":[82],"gets":[85],"feedback":[86],"every":[88],"action":[89],"it":[90],"takes":[91],"environment;":[94],"these":[95],"feedbacks":[96],"will":[97],"drive":[98],"about":[103],"environment":[105],"take":[107],"much":[108],"smarter":[109],"steps":[110],"later":[111],"stages.":[115],"proposed":[117,155],"approach":[118],"outperformed":[119],"state":[121],"art":[124],"mixed":[125],"integer":[126],"linear":[127],"programming":[128],"load":[130,151,186],"reduction.":[132],"Other":[133],"key":[134],"contribution":[135],"is":[136],"design":[138],"an":[140],"minimize":[143],"both":[144],"consumer":[145,174],"bills":[147],"simultaneously.":[153],"was":[157],"analyzed":[158],"with":[159,182],"five":[162],"different":[163],"residential":[164],"consumers;":[165],"method":[167],"increases":[168],"monthly":[170],"savings":[171],"each":[173],"by":[175],"reducing":[176],"their":[177],"bill":[179],"drastically":[180],"along":[181],"grid.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2020-06-05T00:00:00"}