{"id":"https://openalex.org/W4396982313","doi":"https://doi.org/10.1109/access.2024.3401756","title":"Optimal Scheduling of Wind-Photovoltaic- Pumped Storage Joint Complementary Power Generation System Based on Improved Firefly Algorithm","display_name":"Optimal Scheduling of Wind-Photovoltaic- Pumped Storage Joint Complementary Power Generation System Based on Improved Firefly Algorithm","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396982313","doi":"https://doi.org/10.1109/access.2024.3401756"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3401756","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3401756","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3401756","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101863768","display_name":"Liyuan Sun","orcid":"https://orcid.org/0000-0003-3531-570X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Liyuan Sun","raw_affiliation_strings":["Measurement Center, Kunming, Yunnan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Measurement Center, Kunming, Yunnan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017137570","display_name":"Jing Bao","orcid":"https://orcid.org/0000-0003-1702-6242"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Bao","raw_affiliation_strings":["Faculty of Civil Aviation and Aeronautics, Kunming University of Science and Technology, Kunming, Yunnan, China"],"raw_orcid":"https://orcid.org/0000-0003-1702-6242","affiliations":[{"raw_affiliation_string":"Faculty of Civil Aviation and Aeronautics, Kunming University of Science and Technology, Kunming, Yunnan, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033557178","display_name":"Nan Pan","orcid":"https://orcid.org/0000-0002-8155-2282"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Pan","raw_affiliation_strings":["Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, Yunnan, China"],"raw_orcid":"https://orcid.org/0000-0002-8155-2282","affiliations":[{"raw_affiliation_string":"Faculty of Transportation Engineering, Kunming University of Science and Technology, Kunming, Yunnan, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098671011","display_name":"Ruiyi Jia","orcid":"https://orcid.org/0009-0005-4297-7607"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiyi Jia","raw_affiliation_strings":["Faculty of Civil Aviation and Aeronautics, Kunming University of Science and Technology, Kunming, Yunnan, China"],"raw_orcid":"https://orcid.org/0009-0005-4297-7607","affiliations":[{"raw_affiliation_string":"Faculty of Civil Aviation and Aeronautics, Kunming University of Science and Technology, Kunming, Yunnan, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101355177","display_name":"Junwei Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junwei Yang","raw_affiliation_strings":["LongShine Technology Group Company Ltd., Wuxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LongShine Technology Group Company Ltd., Wuxi, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101863768"],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.815,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.89846443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"70759","last_page":"70772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14444","display_name":"Power Systems and Renewable Energy","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14444","display_name":"Power Systems and Renewable Energy","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10223","display_name":"Microgrid Control and Optimization","score":0.9955000281333923,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9943000078201294,"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/photovoltaic-system","display_name":"Photovoltaic system","score":0.6819003224372864},{"id":"https://openalex.org/keywords/firefly-algorithm","display_name":"Firefly algorithm","score":0.661801815032959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.648353099822998},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5948305130004883},{"id":"https://openalex.org/keywords/energy-storage","display_name":"Energy storage","score":0.4128572344779968},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.32431650161743164},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.319141685962677},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.30338042974472046},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2846076488494873},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18092235922813416},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09659430384635925}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6819003224372864},{"id":"https://openalex.org/C154982244","wikidata":"https://www.wikidata.org/wiki/Q5451844","display_name":"Firefly algorithm","level":3,"score":0.661801815032959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.648353099822998},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5948305130004883},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.4128572344779968},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.32431650161743164},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.319141685962677},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.30338042974472046},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2846076488494873},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18092235922813416},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09659430384635925},{"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/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3401756","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3401756","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0b8b2e2ef2e54811a42fcf06f24c6ef5","is_oa":true,"landing_page_url":"https://doaj.org/article/0b8b2e2ef2e54811a42fcf06f24c6ef5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 70759-70772 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3401756","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3401756","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8299999833106995,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2969719842","display_name":null,"funder_award_id":"YNKJXM20230530","funder_id":"https://openalex.org/F4320323192","funder_display_name":"China Southern Power Grid"},{"id":"https://openalex.org/G7111519792","display_name":null,"funder_award_id":"2023YFB2407300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320323192","display_name":"China Southern Power Grid","ror":"https://ror.org/03hkh9419"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W414544266","https://openalex.org/W1968522699","https://openalex.org/W1973997930","https://openalex.org/W2031183907","https://openalex.org/W2059742049","https://openalex.org/W2102166669","https://openalex.org/W2114652055","https://openalex.org/W2130940199","https://openalex.org/W2190974520","https://openalex.org/W2529748212","https://openalex.org/W2555900989","https://openalex.org/W2765929525","https://openalex.org/W2770064059","https://openalex.org/W2792082774","https://openalex.org/W2810115572","https://openalex.org/W2883158911","https://openalex.org/W2906622161","https://openalex.org/W2933024154","https://openalex.org/W2942611323","https://openalex.org/W2952558892","https://openalex.org/W2965257502","https://openalex.org/W2997872442","https://openalex.org/W3006721701","https://openalex.org/W3085262548","https://openalex.org/W3094704314","https://openalex.org/W3146287259","https://openalex.org/W4200355311","https://openalex.org/W4200566964","https://openalex.org/W4220677319","https://openalex.org/W4306876764","https://openalex.org/W4379644771","https://openalex.org/W4385374568","https://openalex.org/W4386232297","https://openalex.org/W4387592226","https://openalex.org/W4387913374","https://openalex.org/W4389924974","https://openalex.org/W4390520573","https://openalex.org/W4390629289","https://openalex.org/W4391982038","https://openalex.org/W4393397424","https://openalex.org/W6903412092"],"related_works":["https://openalex.org/W3005690382","https://openalex.org/W2553122398","https://openalex.org/W2557745602","https://openalex.org/W1523741643","https://openalex.org/W1955291487","https://openalex.org/W4297733930","https://openalex.org/W1998073824","https://openalex.org/W2279443028","https://openalex.org/W2952551527","https://openalex.org/W2001580136"],"abstract_inverted_index":{"Complementary":[0],"multi-energy":[1,10,246],"power":[2,82,238,279],"generation":[3,118],"systems":[4,57],"are":[5,48,173],"a":[6,96,122,137,270],"promising":[7],"solution":[8],"for":[9,16,95,272,281],"integration":[11],"and":[12,63,70,74,86,98,130,152,162,202,239,248],"an":[13,186],"essential":[14],"tool":[15],"diversifying":[17],"renewable":[18,27,55,283],"energy":[19,28,56,100,284],"sources.":[20,285],"Despite":[21],"many":[22],"studies":[23],"on":[24,35,127,160],"developing":[25],"hybrid":[26,54],"systems,":[29],"more":[30],"research":[31],"is":[32,107,165,192,230],"still":[33],"needed":[34],"applicable":[36],"models":[37],"or":[38],"practical":[39],"methods.":[40],"Meta-heuristic":[41],"algorithms":[42,144,197],"such":[43],"as":[44,89,91],"the":[45,67,77,92,102,111,177,181,200,207,211,214,217,222,226,236,245,253,256,273],"Firefly":[46,124,183],"algorithm":[47,125,184],"becoming":[49],"increasingly":[50],"popular":[51],"in":[52,134,175,241,260],"optimizing":[53],"because":[58],"they":[59],"provide":[60,269],"fast,":[61],"accurate,":[62],"optimal":[64,178,249],"solutions.":[65],"Considering":[66],"natural":[68],"complementarity":[69],"instability":[71],"of":[72,79,104,113,139,156,190,210,216,225,233,235,255,265,276],"wind":[73,201,237],"solar":[75],"energy,":[76],"advantage":[78],"pumped":[80,115,157,219,277],"storage":[81,116,158,220,278],"plants\u2019":[83],"\u201cpeak":[84],"adjustment":[85],"valley":[87],"adjustment\u201d,":[88],"well":[90],"grid\u2019s":[93],"need":[94],"stable":[97],"reliable":[99],"supply,":[101],"objective":[103,187],"this":[105,261,266],"study":[106,267],"to":[108,194],"economically":[109],"optimize":[110],"design":[112],"wind-PV":[114],"complementary":[117,227,274],"system":[119,229],"scheduling":[120],"with":[121,136,185],"two-generation":[123],"based":[126],"spatial":[128],"adaptive":[129],"Levy\u2019s":[131],"flight":[132],"improvement,":[133],"comparison":[135],"variety":[138],"cutting-edge":[140],"population":[141],"intelligence":[142],"optimization":[143,257,275],"(GA,":[145],"PAO,":[146],"DE,":[147],"WOA,":[148],"FA)":[149],"were":[150],"compared":[151],"analyzed.":[153],"The":[154,167,263],"impact":[155],"plants":[159,280],"economic":[161],"stabilization":[163],"objectives":[164],"explored.":[166],"results":[168,264],"show":[169],"that":[170,234],"several":[171,195],"meta-heuristics":[172],"effective":[174],"finding":[176],"design.":[179],"However,":[180],"improved":[182],"function":[188],"value":[189],"7.8331":[191],"superior":[193],"other":[196],"by":[198],"enhancing":[199],"PV":[203,240],"benefits":[204],"while":[205],"suppressing":[206],"output":[208,223],"fluctuations":[209],"system.":[212],"After":[213],"construction":[215],"additional":[218],"plant,":[221],"fluctuation":[224],"operation":[228,243],"only":[231],"9.7%":[232],"stand-alone":[242],"after":[244],"coordination":[247],"scheduling.":[250],"This":[251],"demonstrates":[252],"effectiveness":[254],"method":[258],"used":[259],"paper.":[262],"can":[268],"reference":[271],"intermittent":[282]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":5}],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2025-10-10T00:00:00"}