{"id":"https://openalex.org/W3003303990","doi":"https://doi.org/10.1109/tetci.2020.2964886","title":"A Novel Deep Reinforcement Learning Controller Based Type-II Fuzzy System: Frequency Regulation in Microgrids","display_name":"A Novel Deep Reinforcement Learning Controller Based Type-II Fuzzy System: Frequency Regulation in Microgrids","publication_year":2020,"publication_date":"2020-02-02","ids":{"openalex":"https://openalex.org/W3003303990","doi":"https://doi.org/10.1109/tetci.2020.2964886","mag":"3003303990"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2020.2964886","doi":"https://doi.org/10.1109/tetci.2020.2964886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2020.2964886","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-1"],"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 Emerging Topics in Computational Intelligence","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5106789160","display_name":"Mohammad Hassan Khooban","orcid":"https://orcid.org/0000-0003-0223-4081","observed_orcids":["https://orcid.org/0000-0003-0223-4081"]},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Mohammad Hassan Khooban","raw_affiliation_strings":["Department of Engineering, Aarhus University, Aarhus, Denmark"],"raw_orcid":"https://orcid.org/0000-0003-0223-4081","affiliations":[{"raw_affiliation_string":"Department of Engineering, Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029664350","display_name":"Meysam Gheisarnejad","orcid":"https://orcid.org/0000-0001-7370-5106","observed_orcids":["https://orcid.org/0000-0001-7370-5106","https://orcid.org/0000-0003-1841-8053"]},"institutions":[{"id":"https://openalex.org/I2799282979","display_name":"Islamic Azad University, Isfahan","ror":"https://ror.org/039zhhm92","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I2799282979"]},{"id":"https://openalex.org/I9256017","display_name":"Islamic Azad University of Najafabad","ror":"https://ror.org/015j7c446","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I9256017"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Meysam Gheisarnejad","raw_affiliation_strings":["Department of Electrical Engineering, Najafabad Branch, Islamic Azad University, Isfahan, Iran"],"raw_orcid":"https://orcid.org/0000-0001-7370-5106","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Najafabad Branch, Islamic Azad University, Isfahan, Iran","institution_ids":["https://openalex.org/I2799282979","https://openalex.org/I9256017"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2045,"currency":"USD","value_usd":2045},"apc_paid":null,"fwci":8.081,"has_fulltext":false,"cited_by_count":189,"citation_normalized_percentile":{"value":0.98460103,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"4","first_page":"689","last_page":"699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12277","display_name":"Frequency Control in Power Systems","score":0.8335000276565552,"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/T12277","display_name":"Frequency Control in Power Systems","score":0.8335000276565552,"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":0.16200000047683716,"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/T10740","display_name":"Wind Turbine Control Systems","score":0.0003000000142492354,"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-frequency-regulation","display_name":"microgrid frequency regulation","score":0.8600000143051147},{"id":"https://openalex.org/keywords/load-frequency-control","display_name":"load frequency control","score":0.9959999918937683},{"id":"https://openalex.org/keywords/interval-type-2-fuzzy-logic-controller","display_name":"interval type-2 fuzzy logic controller","score":0.8859999775886536},{"id":"https://openalex.org/keywords/ddpg","display_name":"deep deterministic policy gradient","score":0.8650000095367432},{"id":"https://openalex.org/keywords/vehicle-to-grid","display_name":"vehicle-to-grid","score":0.9929999709129333},{"id":"https://openalex.org/keywords/renewable-energy-uncertainty","display_name":"renewable energy uncertainty","score":0.8669999837875366},{"id":"https://openalex.org/keywords/frequency-stability","display_name":"frequency stability","score":0.5580000281333923},{"id":"https://openalex.org/keywords/model-in-the-loop","display_name":"model-in-the-loop","score":0.7599999904632568},{"id":"https://openalex.org/keywords/actor-critic","display_name":"actor-critic","score":0.7879999876022339}],"concepts":[{"id":"https://openalex.org/C25915539","wikidata":"https://www.wikidata.org/wiki/Q220786","display_name":"Automatic frequency control","level":2,"score":0.7031950950622559},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.6526170372962952},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6237330436706543},{"id":"https://openalex.org/C123919525","wikidata":"https://www.wikidata.org/wiki/Q761942","display_name":"Frequency deviation","level":3,"score":0.6225072741508484},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.587610125541687},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5788909196853638},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.555350661277771},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5500475764274597},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.44767653942108154},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.43188953399658203},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.4056170582771301},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2796344459056854},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.27381420135498047},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2058110535144806},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14308029413223267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13835036754608154},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09636396169662476},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tetci.2020.2964886","doi":"https://doi.org/10.1109/tetci.2020.2964886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2020.2964886","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-1"],"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 Emerging Topics in Computational Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/854766bf-3258-41a6-9821-c48d8c3b7e24","doi":null,"is_oa":false,"landing_page_url":"https://pure.au.dk/portal/en/publications/854766bf-3258-41a6-9821-c48d8c3b7e24","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Khooban, M H & Gheisarnejad, M 2021, 'A Novel Deep Reinforcement Learning Controller Based Type-II Fuzzy System : Frequency Regulation in Microgrids', IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 5, no. 4, 8970451, pp. 689-699. https://doi.org/10.1109/TETCI.2020.2964886","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9853000044822693},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6773999929428101}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1757796397","https://openalex.org/W1992956754","https://openalex.org/W2019653922","https://openalex.org/W2023744873","https://openalex.org/W2064244632","https://openalex.org/W2111176322","https://openalex.org/W2167712734","https://openalex.org/W2173248099","https://openalex.org/W2285434452","https://openalex.org/W2410041922","https://openalex.org/W2424242071","https://openalex.org/W2513418246","https://openalex.org/W2526060323","https://openalex.org/W2546340147","https://openalex.org/W2548972920","https://openalex.org/W2550480309","https://openalex.org/W2553925559","https://openalex.org/W2588899480","https://openalex.org/W2601485441","https://openalex.org/W2606262161","https://openalex.org/W2623902153","https://openalex.org/W2760501728","https://openalex.org/W2765208711","https://openalex.org/W2765551348","https://openalex.org/W2765682349","https://openalex.org/W2765770996","https://openalex.org/W2779726817","https://openalex.org/W2784711408","https://openalex.org/W2793435266","https://openalex.org/W2794409962","https://openalex.org/W2795863078","https://openalex.org/W2800008718","https://openalex.org/W2800552896","https://openalex.org/W2804319511","https://openalex.org/W2806497204","https://openalex.org/W2898155611","https://openalex.org/W2901621510","https://openalex.org/W2909267176","https://openalex.org/W2911563939","https://openalex.org/W2911795220","https://openalex.org/W2945186677","https://openalex.org/W2946366536","https://openalex.org/W2955451248","https://openalex.org/W2962851396","https://openalex.org/W2963120712","https://openalex.org/W2963165400","https://openalex.org/W2963527309","https://openalex.org/W2968105633"],"related_works":["https://openalex.org/W7172311111","https://openalex.org/W3082810959","https://openalex.org/W4417527617","https://openalex.org/W4205143322","https://openalex.org/W4283389286","https://openalex.org/W4387457368","https://openalex.org/W7154707111","https://openalex.org/W7168415162","https://openalex.org/W2963120712","https://openalex.org/W3142186643"],"abstract_inverted_index":{"The":[0],"high-penetration":[1],"of":[2,9,19,57,72,114,118,160,178],"distributed":[3],"generation":[4],"technologies":[5],"in":[6,12,53],"the":[7,17,55,58,70,73,107,112,119,126,137,144,152,158,174,179],"form":[8],"MicroGrids":[10],"(MGs),":[11],"recent":[13],"years,":[14],"has":[15,49],"increased":[16],"risk":[18],"frequency":[20,46,153],"instability":[21],"since":[22],"their":[23],"energy":[24,29],"is":[25,81,104,121,140,149,170],"supplied":[26],"by":[27,155],"renewable":[28],"resources":[30],"(RESs)":[31],"with":[32,42,69,136],"uncertain":[33],"nature.":[34],"Under":[35],"such":[36],"circumstances,":[37],"providing":[38],"an":[39,43,85],"MG":[40],"model":[41],"efficient":[44],"load":[45,161],"control":[47,146],"(LFC)":[48],"a":[50,65,96,130,166,184],"fundamental":[51],"role":[52],"restoring":[54],"stability":[56],"unstructured":[59],"power":[60,67],"system.":[61],"In":[62],"this":[63],"study,":[64],"hybrid":[66],"system":[68],"application":[71],"Tidal":[74],"Power":[75],"Unit":[76],"(TPU)":[77],"and":[78,163,176],"Vehicle-to-Grid":[79],"(V2G)":[80],"effectively":[82],"planed":[83],"as":[84,106],"isolated":[86],"MG.":[87],"A":[88],"new":[89],"fractional":[90],"gradient":[91,134],"descent":[92],"(FGD)":[93],"based":[94],"on":[95],"single-input":[97],"interval":[98],"type-2":[99],"fuzzy":[100],"logic":[101],"controller":[102],"(SIT2-FLC)":[103],"suggested":[105,180],"main":[108],"LFC":[109,127],"controller,":[110],"where":[111],"footprint":[113],"uncertainty":[115],"(FOU)":[116],"coefficient":[117],"SIT2-FLC":[120],"specifically":[122],"adjusted":[123],"to":[124,142,157,172],"enhance":[125],"performance.":[128],"Additionally,":[129],"deep":[131],"deterministic":[132],"policy":[133],"(DDPG)":[135],"actor-critic":[138],"framework":[139],"considered":[141],"generate":[143],"supplementary":[145],"action,":[147],"which":[148],"useful":[150],"for":[151],"stabilization":[154],"adapting":[156],"randomness":[159],"disturbances":[162],"RESs.":[164],"Lastly,":[165],"model-in-the-loop":[167],"(MiL)":[168],"simulation":[169],"conducted":[171],"appraise":[173],"feasibility":[175],"applicability":[177],"design":[181],"method":[182],"from":[183],"systemic":[185],"perspective.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":35},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":27},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":16}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-02-07T00:00:00"}
