{"id":"https://openalex.org/W7166704501","doi":"https://doi.org/10.2139/ssrn.7025863","title":"A Physics-Informed Neural Network Incorporating a Five-Parameter Photovoltaic Physical Model for PV Power Forecasting","display_name":"A Physics-Informed Neural Network Incorporating a Five-Parameter Photovoltaic Physical Model for PV Power Forecasting","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166704501","doi":"https://doi.org/10.2139/ssrn.7025863"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.7025863","doi":"https://doi.org/10.2139/ssrn.7025863","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7025863","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.7025863","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139713133","display_name":"Haihang Bai","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haihang Bai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057416557","display_name":"Yong Zhou","orcid":"https://orcid.org/0000-0002-3319-9795","observed_orcids":["https://orcid.org/0000-0002-3319-9795"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yong Zhou","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-3319-9795","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112331462","display_name":"Daifeng Dang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daifeng Dang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139684415","display_name":"Jikai Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jikai Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101457104","display_name":"Zhiyong Xie","orcid":"https://orcid.org/0000-0002-7632-7216","observed_orcids":["https://orcid.org/0000-0002-7632-7216"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhiyong Xie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070078193","display_name":"Qiangbin Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiangbin Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056009213","display_name":"Xiang Ding","orcid":"https://orcid.org/0000-0002-9940-9257","observed_orcids":["https://orcid.org/0000-0002-9940-9257"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiang Ding","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136601176","display_name":"Yingying Wang","orcid":"https://orcid.org/0000-0002-4767-5633","observed_orcids":["https://orcid.org/0000-0002-4767-5633"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yingying Wang","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4767-5633","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139692595","display_name":"Yanfeng Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yanfeng Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.006099999882280827,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.0010000000474974513,"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/solar-power-forecasting","display_name":"photovoltaic power forecasting","score":0.9929999709129333},{"id":"https://openalex.org/keywords/physics-informed-neural-networks","display_name":"physics-informed neural networks","score":0.9110000133514404},{"id":"https://openalex.org/keywords/physical-priors","display_name":"physical priors","score":0.3709999918937683},{"id":"https://openalex.org/keywords/hybrid-loss-function","display_name":"hybrid loss function","score":0.8479999899864197},{"id":"https://openalex.org/keywords/cnn-lstm","display_name":"CNN-LSTM","score":0.9100000262260437},{"id":"https://openalex.org/keywords/maximum-power-point","display_name":"maximum power point","score":0.5479999780654907},{"id":"https://openalex.org/keywords/meteorological-correction","display_name":"meteorological correction","score":0.6019999980926514},{"id":"https://openalex.org/keywords/model-robustness","display_name":"model robustness","score":0.7850000262260437}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.7547000050544739},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6341999769210815},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.59170001745224},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5755000114440918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5557000041007996},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.453000009059906},{"id":"https://openalex.org/C71907059","wikidata":"https://www.wikidata.org/wiki/Q223323","display_name":"Root mean square","level":2,"score":0.43209999799728394},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.36640000343322754},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.36480000615119934},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.34779998660087585},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C36139824","wikidata":"https://www.wikidata.org/wiki/Q1052007","display_name":"Maximum power point tracking","level":4,"score":0.32089999318122864},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C2777618391","wikidata":"https://www.wikidata.org/wiki/Q1483757","display_name":"Solar power","level":3,"score":0.3019999861717224},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.2689000070095062},{"id":"https://openalex.org/C116615679","wikidata":"https://www.wikidata.org/wiki/Q6795908","display_name":"Maximum power principle","level":3,"score":0.26579999923706055},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.26510000228881836},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26190000772476196},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.25519999861717224},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.7025863","doi":"https://doi.org/10.2139/ssrn.7025863","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7025863","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.7025863","doi":"https://doi.org/10.2139/ssrn.7025863","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7025863","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9853000044822693,"display_name":"Affordable and clean energy"},{"id":"https://metadata.un.org/sdg/13","score":0.5351999998092651,"display_name":"Climate action"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W774145425","https://openalex.org/W2031866318","https://openalex.org/W2064675550","https://openalex.org/W2067019903","https://openalex.org/W2112796928","https://openalex.org/W2131841686","https://openalex.org/W2146246970","https://openalex.org/W2152195021","https://openalex.org/W2155661311","https://openalex.org/W2302591517","https://openalex.org/W2469734051","https://openalex.org/W2773629498","https://openalex.org/W2899283552","https://openalex.org/W3009377873","https://openalex.org/W3108854659","https://openalex.org/W3165128203","https://openalex.org/W3176585445","https://openalex.org/W4220726206","https://openalex.org/W4220887363","https://openalex.org/W4285384244","https://openalex.org/W4291121574","https://openalex.org/W4323030717","https://openalex.org/W4385638612","https://openalex.org/W4404338459","https://openalex.org/W4409199204","https://openalex.org/W4409349583","https://openalex.org/W4410301548","https://openalex.org/W4410487592","https://openalex.org/W4415355049"],"related_works":["https://openalex.org/W7162663273","https://openalex.org/W4414560689","https://openalex.org/W7125895845","https://openalex.org/W7135019853","https://openalex.org/W7221773401","https://openalex.org/W4206329555","https://openalex.org/W7154695142","https://openalex.org/W7165673647","https://openalex.org/W7169576794","https://openalex.org/W7117733427"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-07-01T00:00:00"}
