{"id":"https://openalex.org/W4412352713","doi":"https://doi.org/10.1109/tii.2025.3578141","title":"Second-Level Photovoltaic Power Forecasting Based on Improved Pix2PixHD Image Restoration","display_name":"Second-Level Photovoltaic Power Forecasting Based on Improved Pix2PixHD Image Restoration","publication_year":2025,"publication_date":"2025-07-11","ids":{"openalex":"https://openalex.org/W4412352713","doi":"https://doi.org/10.1109/tii.2025.3578141"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3578141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3578141","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/A5072397386","display_name":"Xiangjian Meng","orcid":"https://orcid.org/0000-0003-3670-2509"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangjian Meng","raw_affiliation_strings":["School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011095791","display_name":"Xinyu Shi","orcid":"https://orcid.org/0009-0007-0196-7095"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Shi","raw_affiliation_strings":["School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035816535","display_name":"Yanzheng Zhu","orcid":"https://orcid.org/0000-0001-5160-9623"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanzheng Zhu","raw_affiliation_strings":["School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048293972","display_name":"Feng Gao","orcid":"https://orcid.org/0000-0002-4969-5195"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Gao","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100641479","display_name":"Chenghui Zhang","orcid":"https://orcid.org/0000-0003-2317-5930"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenghui Zhang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072397386"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09124254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"10","first_page":"7982","last_page":"7992"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9449999928474426,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9449999928474426,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14444","display_name":"Power Systems and Renewable Energy","score":0.9168000221252441,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9117000102996826,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.672716498374939},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.4413198232650757},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.44083479046821594},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.42756757140159607},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41936835646629333},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3705238699913025},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3661571741104126},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3420240581035614},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.31322014331817627},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2724062204360962},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.268476665019989},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1860007345676422},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09083545207977295}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.672716498374939},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.4413198232650757},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.44083479046821594},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.42756757140159607},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41936835646629333},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3705238699913025},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3661571741104126},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3420240581035614},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.31322014331817627},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2724062204360962},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.268476665019989},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1860007345676422},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09083545207977295},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3578141","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3578141","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":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G3261434552","display_name":null,"funder_award_id":"ZR2023QE259","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8333570679","display_name":null,"funder_award_id":"62403288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2327473694","https://openalex.org/W2607186288","https://openalex.org/W2766976349","https://openalex.org/W2770016302","https://openalex.org/W2886031979","https://openalex.org/W2891460982","https://openalex.org/W2907279400","https://openalex.org/W2952209535","https://openalex.org/W2963800363","https://openalex.org/W3028104798","https://openalex.org/W3039284013","https://openalex.org/W3081856201","https://openalex.org/W3095076530","https://openalex.org/W3107948185","https://openalex.org/W3138263444","https://openalex.org/W3153216050","https://openalex.org/W4211215154","https://openalex.org/W4285270659","https://openalex.org/W4285295506","https://openalex.org/W4297965307","https://openalex.org/W4312781120","https://openalex.org/W4319866319","https://openalex.org/W4367016614","https://openalex.org/W4378806165","https://openalex.org/W4380894386","https://openalex.org/W4389469355","https://openalex.org/W4390603720","https://openalex.org/W4390843766","https://openalex.org/W4393186488","https://openalex.org/W4399660815"],"related_works":["https://openalex.org/W2386968573","https://openalex.org/W2395064349","https://openalex.org/W2034374297","https://openalex.org/W2766130412","https://openalex.org/W2382628689","https://openalex.org/W2351171996","https://openalex.org/W2983370139","https://openalex.org/W2974904990","https://openalex.org/W2365681766","https://openalex.org/W2393963626"],"abstract_inverted_index":{"The":[0],"fundamental":[1],"cause":[2],"of":[3,27,77,119,137,174],"severe":[4],"output":[5,80],"fluctuations":[6],"in":[7,16],"photovoltaic":[8],"(PV)":[9],"power":[10,29,41,46,79,94,155],"plants":[11,47],"is":[12,61,101,160],"the":[13,25,57,65,74,82,89,105,113,120,123,130,138,145,164,175],"abrupt":[14],"change":[15],"ground":[17],"irradiance":[18],"due":[19],"to":[20,87,103],"cloud":[21,32,99,106,125,142,177],"cover.":[22],"To":[23],"enhance":[24],"accuracy":[26],"PV":[28,45,58,78,93,154,168],"forecasting":[30,42,156],"under":[31],"cover":[33,107],"conditions,":[34],"this":[35],"article":[36],"proposes":[37],"a":[38,152],"second":[39,158],"level":[40,159],"method":[43],"for":[44],"based":[48,63,162],"on":[49,64,163],"an":[50],"improved":[51],"Pix2PixHD":[52,147],"image":[53,100,148],"restoration":[54,136,149],"algorithm.":[55,150],"First,":[56],"plant":[59],"model":[60],"constructed":[62,102],"actual":[66],"layout":[67],"by":[68,111,135],"applying":[69],"Newton":[70],"Raphson":[71],"method.":[72],"Second,":[73],"data":[75],"characteristics":[76],"from":[81],"inverters":[83],"are":[84],"deeply":[85],"explored":[86],"analyze":[88],"mapping":[90],"relationship":[91,166],"between":[92,167],"and":[95,116,171],"irradiance.":[96],"A":[97],"virtual":[98,124,141,176],"represent":[104],"(power":[108],"loss)":[109],"situation":[110],"describing":[112],"shape,":[114],"thickness,":[115],"movement":[117],"direction":[118],"clouds.":[121],"Subsequently,":[122],"images":[126,143],"were":[127],"preprocessed":[128],"using":[129,144],"Canny":[131],"edge":[132],"detector,":[133],"followed":[134],"processed":[139],"defective":[140],"Improved":[146],"Finally,":[151],"high-precision":[153],"at":[157],"achieved":[161],"linear":[165],"power,":[169],"irradiance,":[170],"pixel":[172],"values":[173],"image.":[178]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}