{"id":"https://openalex.org/W4415421046","doi":"https://doi.org/10.15439/2025f9025","title":"Unified Data-Driven Prediction of Photovoltaics Output from Weather and Geographic Data Across Diverse Systems","display_name":"Unified Data-Driven Prediction of Photovoltaics Output from Weather and Geographic Data Across Diverse Systems","publication_year":2025,"publication_date":"2025-10-15","ids":{"openalex":"https://openalex.org/W4415421046","doi":"https://doi.org/10.15439/2025f9025"},"language":"en","primary_location":{"id":"doi:10.15439/2025f9025","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f9025","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/9025.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/Volume_43/drp/pdf/9025.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120090362","display_name":"Joanna W\u00f3jcicka","orcid":null},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Joanna W\u00f3jcicka","raw_affiliation_strings":["AGH University of Krakow"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AGH University of Krakow","institution_ids":["https://openalex.org/I126596746","https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058709988","display_name":"Tomasz Hachaj","orcid":"https://orcid.org/0000-0003-1390-9021"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Tomasz Hachaj","raw_affiliation_strings":["AGH University of Krakow"],"raw_orcid":"https://orcid.org/0000-0003-1390-9021","affiliations":[{"raw_affiliation_string":"AGH University of Krakow","institution_ids":["https://openalex.org/I126596746","https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24618088,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":null,"first_page":"405","last_page":"410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9997000098228455,"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":0.9997000098228455,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9972000122070312,"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":0.989300012588501,"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/photovoltaics","display_name":"Photovoltaics","score":0.4952000081539154},{"id":"https://openalex.org/keywords/geographic-information-system","display_name":"Geographic information system","score":0.36250001192092896},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.2964000105857849},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.2793000042438507},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.2784000039100647}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4999000132083893},{"id":"https://openalex.org/C542589376","wikidata":"https://www.wikidata.org/wiki/Q192127","display_name":"Photovoltaics","level":3,"score":0.4952000081539154},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4765999913215637},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4056999981403351},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3984000086784363},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.258899986743927},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2563000023365021}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2025f9025","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f9025","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/9025.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:cd86b65878a445f3aad4f1cfaac5f96e","is_oa":true,"landing_page_url":"https://doaj.org/article/cd86b65878a445f3aad4f1cfaac5f96e","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":"Annals of computer science and information systems, Vol 43, Pp 405-410 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2025f9025","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2025f9025","pdf_url":"https://annals-csis.org/Volume_43/drp/pdf/9025.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415421046.pdf","grobid_xml":"https://content.openalex.org/works/W4415421046.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W774145425","https://openalex.org/W2004705688","https://openalex.org/W2010438003","https://openalex.org/W2275327100","https://openalex.org/W2505724177","https://openalex.org/W2508380041","https://openalex.org/W2801455285","https://openalex.org/W3007670643","https://openalex.org/W3080958587","https://openalex.org/W3133181227","https://openalex.org/W3207210631","https://openalex.org/W3214910795","https://openalex.org/W4210464014","https://openalex.org/W4293553974","https://openalex.org/W4385595398","https://openalex.org/W4386780577","https://openalex.org/W4387117912","https://openalex.org/W4387608604","https://openalex.org/W4391361322","https://openalex.org/W4400904305","https://openalex.org/W4404299748"],"related_works":[],"abstract_inverted_index":{"As":[0],"the":[1,25,98,167],"adoption":[2],"of":[3,11,27,100,171],"renewable":[4],"energy":[5,19,28,102,181],"continues":[6],"to":[7,64,125,142,158],"rise,":[8],"precise":[9],"forecasting":[10,104],"solar":[12,93],"power":[13],"generation":[14],"is":[15,80],"essential":[16],"for":[17,82,128,180],"optimizing":[18],"storage":[20],"and":[21,40,53,92,117,134,169,174,185],"distribution.This":[22],"article":[23],"explores":[24,166],"prediction":[26],"output":[29],"in":[30,140,146],"photovoltaic":[31,49,156],"systems":[32],"using":[33],"machine":[34],"learning":[35],"models":[36],"that":[37,76],"leverage":[38],"environmental":[39],"geographical":[41,135],"factors.The":[42],"study":[43],"utilizes":[44],"data":[45,59,152],"from":[46,153],"9,182":[47],"private":[48],"installations":[50,130],"across":[51],"Poland":[52],"publicly":[54],"available":[55],"weather":[56],"records.Additionally,":[57],"a":[58,154,178],"preprocessing":[60],"method":[61],"was":[62],"introduced":[63],"filter":[65],"out":[66],"non-useful":[67],"data,":[68],"such":[69,172],"as":[70],"records":[71],"indicating":[72],"malfunctioning":[73],"installations,":[74],"ensuring":[75],"only":[77],"relevant":[78],"information":[79],"used":[81],"prediction.Key":[83],"variables":[84],"considered":[85,177],"include":[86],"temperature,":[87],"cloud":[88],"cover,":[89],"wind":[90],"speed,":[91],"panel":[94],"efficiency.This":[95],"paper":[96],"studies":[97],"effectiveness":[99],"data-driven":[101],"production":[103],"methods,":[105],"namely":[106],"linear":[107],"regression,":[108,110,113,116],"polynomial":[109],"decision":[111],"tree":[112],"random":[114],"forest":[115],"multilayer":[118],"fully":[119],"connected":[120],"artificial":[121],"neural":[122],"network,":[123],"designed":[124],"make":[126],"predictions":[127,148],"various":[129],"with":[131],"different":[132],"parameters":[133],"locations,":[136],"considering":[137],"atmospheric":[138],"conditions":[139],"contrast":[141],"frequently":[143],"published":[144],"articles":[145],"which":[147],"are":[149],"fitted":[150],"on":[151],"single":[155],"installation.Due":[157],"this,":[159],"our":[160],"work":[161],"has":[162],"broad":[163],"research":[164],"value,":[165],"boundaries":[168],"limitations":[170],"approaches,":[173],"can":[175],"be":[176],"reference":[179],"engineers,":[182],"computer":[183],"scientists,":[184],"researchers.":[186]},"counts_by_year":[],"updated_date":"2026-08-24T07:32:12.397491","created_date":"2025-10-24T00:00:00"}
