{"id":"https://openalex.org/W2955673578","doi":"https://doi.org/10.1109/tii.2019.2925018","title":"Data-Driven Photovoltaic Generation Forecasting Based on a Bayesian Network With Spatial\u2013Temporal Correlation Analysis","display_name":"Data-Driven Photovoltaic Generation Forecasting Based on a Bayesian Network With Spatial\u2013Temporal Correlation Analysis","publication_year":2019,"publication_date":"2019-06-26","ids":{"openalex":"https://openalex.org/W2955673578","doi":"https://doi.org/10.1109/tii.2019.2925018","mag":"2955673578"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2019.2925018","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2019.2925018","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/A5012702337","display_name":"Ruiyuan Zhang","orcid":"https://orcid.org/0000-0003-2022-7387"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ruiyuan Zhang","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2022-7387","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024203854","display_name":"Hui Ma","orcid":"https://orcid.org/0000-0002-7107-810X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hui Ma","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7107-810X","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004652254","display_name":"Wen Hua","orcid":"https://orcid.org/0000-0001-5456-7035"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wen Hua","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5456-7035","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030216201","display_name":"Tapan Kumar Saha","orcid":"https://orcid.org/0000-0003-0763-0032"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tapan Kumar Saha","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0763-0032","affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011384237","display_name":"Xiaofang Zhou","orcid":"https://orcid.org/0000-0001-6343-1455"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaofang Zhou","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":3.6158,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.94397281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"16","issue":"3","first_page":"1635","last_page":"1644"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"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":0.9998000264167786,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9991000294685364,"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/T12368","display_name":"Grey System Theory Applications","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.7447792887687683},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6611701846122742},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6083175539970398},{"id":"https://openalex.org/keywords/spatial-correlation","display_name":"Spatial correlation","score":0.5831484198570251},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5619744062423706},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.5187999606132507},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4818219244480133},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.47002291679382324},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4562245011329651},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24539780616760254},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14863911271095276},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1397244930267334},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08759400248527527}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.7447792887687683},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6611701846122742},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6083175539970398},{"id":"https://openalex.org/C150060386","wikidata":"https://www.wikidata.org/wiki/Q7574054","display_name":"Spatial correlation","level":2,"score":0.5831484198570251},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5619744062423706},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.5187999606132507},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4818219244480133},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.47002291679382324},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4562245011329651},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24539780616760254},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14863911271095276},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1397244930267334},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08759400248527527},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tii.2019.2925018","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2019.2925018","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"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:3bc9759","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-108016","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-108016","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Article"},{"id":"pmh:oai:repository.ust.hk:1783.1-108016","is_oa":false,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-108016","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W317957491","https://openalex.org/W322990465","https://openalex.org/W1522301498","https://openalex.org/W1750357415","https://openalex.org/W1974065905","https://openalex.org/W1982899637","https://openalex.org/W1983113304","https://openalex.org/W1991999968","https://openalex.org/W2024716714","https://openalex.org/W2024945217","https://openalex.org/W2029767187","https://openalex.org/W2035411179","https://openalex.org/W2037537012","https://openalex.org/W2040750108","https://openalex.org/W2047039932","https://openalex.org/W2067019903","https://openalex.org/W2074088705","https://openalex.org/W2085799322","https://openalex.org/W2091050796","https://openalex.org/W2114534529","https://openalex.org/W2146774339","https://openalex.org/W2345364941","https://openalex.org/W2470699557","https://openalex.org/W2514909152","https://openalex.org/W2551668906","https://openalex.org/W2587586954","https://openalex.org/W2752901932","https://openalex.org/W2762797296","https://openalex.org/W2786156477","https://openalex.org/W2792326773","https://openalex.org/W2807966350","https://openalex.org/W4251760530","https://openalex.org/W6631190155","https://openalex.org/W6656869242"],"related_works":["https://openalex.org/W2375480909","https://openalex.org/W2353314428","https://openalex.org/W2012019886","https://openalex.org/W2166090428","https://openalex.org/W1988032185","https://openalex.org/W2898021863","https://openalex.org/W4320029439","https://openalex.org/W3121692546","https://openalex.org/W2521335480","https://openalex.org/W2611370603"],"abstract_inverted_index":{"Spatiotemporal":[0],"analysis":[1],"has":[2],"been":[3],"recognized":[4],"as":[5],"one":[6],"of":[7,16,27,30,48,56,63,177],"the":[8,14,49,96,100,148,157,166],"most":[9],"promising":[10,171],"techniques":[11],"to":[12,155,174],"improve":[13],"accuracy":[15],"photovoltaic":[17],"(PV)":[18],"generation":[19,25,54,61,102,131,142],"forecasts.":[20],"In":[21],"recent":[22],"years,":[23],"PV":[24,31,53,58,60,65,101,107,130,141,158],"data":[26,55,62,103],"a":[28,35,45,82,109,121,127,170,175],"number":[29,176],"systems":[32,66],"distributed":[33,57,106],"in":[34],"geographical":[36],"locale":[37],"have":[38],"become":[39],"increasingly":[40],"available.":[41],"This":[42],"paper":[43],"conducts":[44],"thorough":[46],"investigation":[47],"spatial-temporal":[50],"correlation":[51,154],"amongst":[52,99],"systems.":[59],"different":[64,69],"located":[67],"at":[68],"sites":[70],"may":[71],"exhibit":[72],"similar":[73],"time":[74],"varying":[75],"patterns.":[76],"To":[77,94],"quantify":[78],"such":[79],"spatial":[80,84,150],"correlation,":[81],"suitable":[83],"similarity":[85,151],"metric":[86,112],"is":[87,92,113,124],"chosen":[88],"and":[89,143,146,152],"its":[90],"applicability":[91],"examined.":[93],"evaluate":[95],"temporal":[97,153],"correlations":[98],"collected":[104],"from":[105],"systems,":[108],"shape-based":[110],"distance":[111],"proposed.":[114],"A":[115],"data-driven":[116],"inference":[117],"model,":[118],"built":[119],"on":[120],"Bayesian":[122],"network,":[123],"developed":[125],"for":[126],"very":[128],"short-term":[129],"forecast":[132],"(less":[133],"than":[134],"30":[135],"min).":[136],"The":[137,161],"model":[138],"utilizes":[139],"historic":[140],"weather":[144],"data,":[145],"incorporates":[147],"abovementioned":[149],"support":[156],"output":[159],"forecast.":[160],"experiment":[162],"results":[163],"show":[164],"that":[165],"proposed":[167],"method":[168],"achieves":[169],"performance":[172],"compared":[173],"baseline":[178],"methods.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":7}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}