{"id":"https://openalex.org/W4214807822","doi":"https://doi.org/10.1109/access.2022.3156942","title":"A Review of Machine Learning-Based Photovoltaic Output Power Forecasting: Nordic Context","display_name":"A Review of Machine Learning-Based Photovoltaic Output Power Forecasting: Nordic Context","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4214807822","doi":"https://doi.org/10.1109/access.2022.3156942"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3156942","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3156942","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729194.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729194.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075363387","display_name":"Berhane Darsene Dimd","orcid":"https://orcid.org/0000-0002-3524-4940"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Berhane Darsene Dimd","raw_affiliation_strings":["Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway"],"raw_orcid":"https://orcid.org/0000-0002-3524-4940","affiliations":[{"raw_affiliation_string":"Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087898871","display_name":"Steve V\u00f6ller","orcid":null},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Steve Voller","raw_affiliation_strings":["Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082630876","display_name":"\u00dcmit Cali","orcid":"https://orcid.org/0000-0002-6402-0479"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Umit Cali","raw_affiliation_strings":["Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway"],"raw_orcid":"https://orcid.org/0000-0002-6402-0479","affiliations":[{"raw_affiliation_string":"Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048548938","display_name":"Ole\u2010Morten Midtg\u00e5rd","orcid":null},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Ole-Morten Midtgard","raw_affiliation_strings":["Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway"],"raw_orcid":"https://orcid.org/0000-0001-6366-4515","affiliations":[{"raw_affiliation_string":"Department of Electric Power Engineering, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075363387"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":7.638,"has_fulltext":true,"cited_by_count":62,"citation_normalized_percentile":{"value":0.97665242,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"26404","last_page":"26425"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9991999864578247,"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/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9973000288009644,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6726500988006592},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.6615443825721741},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6298724412918091},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4445186257362366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3864314556121826},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3803192377090454},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.19187867641448975},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16318833827972412}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6726500988006592},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6615443825721741},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6298724412918091},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4445186257362366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3864314556121826},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3803192377090454},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.19187867641448975},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16318833827972412},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2022.3156942","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3156942","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729194.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5b601fd2a6e14b7c8baeecea31bb4cb1","is_oa":true,"landing_page_url":"https://doaj.org/article/5b601fd2a6e14b7c8baeecea31bb4cb1","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 10, Pp 26404-26425 (2022)","raw_type":"article"},{"id":"pmh:oai:ntnuopen.ntnu.no:11250/3048705","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3048705","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"26404-26425","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3156942","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3156942","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09729194.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311040","display_name":"Norges Teknisk-Naturvitenskapelige Universitet","ror":"https://ror.org/05xg72x27"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214807822.pdf","grobid_xml":"https://content.openalex.org/works/W4214807822.grobid-xml"},"referenced_works_count":88,"referenced_works":["https://openalex.org/W1987424152","https://openalex.org/W1993803238","https://openalex.org/W2047910093","https://openalex.org/W2123235979","https://openalex.org/W2402682637","https://openalex.org/W2433394235","https://openalex.org/W2469734051","https://openalex.org/W2604812710","https://openalex.org/W2607066807","https://openalex.org/W2735553491","https://openalex.org/W2751698537","https://openalex.org/W2760948241","https://openalex.org/W2767559196","https://openalex.org/W2767852890","https://openalex.org/W2773629498","https://openalex.org/W2774916482","https://openalex.org/W2781167107","https://openalex.org/W2789876780","https://openalex.org/W2790672142","https://openalex.org/W2792676992","https://openalex.org/W2795061970","https://openalex.org/W2801596954","https://openalex.org/W2801973365","https://openalex.org/W2802229284","https://openalex.org/W2811475562","https://openalex.org/W2834494841","https://openalex.org/W2884584859","https://openalex.org/W2888945543","https://openalex.org/W2889360708","https://openalex.org/W2897143050","https://openalex.org/W2897947362","https://openalex.org/W2898761039","https://openalex.org/W2906924353","https://openalex.org/W2909369566","https://openalex.org/W2909429388","https://openalex.org/W2917491574","https://openalex.org/W2920873814","https://openalex.org/W2920976211","https://openalex.org/W2922391194","https://openalex.org/W2931197960","https://openalex.org/W2934533499","https://openalex.org/W2941419477","https://openalex.org/W2944920662","https://openalex.org/W2949062675","https://openalex.org/W2949806812","https://openalex.org/W2950072808","https://openalex.org/W2953887145","https://openalex.org/W2964321282","https://openalex.org/W2965029739","https://openalex.org/W2966305977","https://openalex.org/W2967866060","https://openalex.org/W2969690146","https://openalex.org/W2970867657","https://openalex.org/W2972935449","https://openalex.org/W2981561945","https://openalex.org/W2981731882","https://openalex.org/W2990430732","https://openalex.org/W2991020813","https://openalex.org/W2996953123","https://openalex.org/W2997135317","https://openalex.org/W2997163251","https://openalex.org/W2997684871","https://openalex.org/W3004985242","https://openalex.org/W3009377873","https://openalex.org/W3011903352","https://openalex.org/W3012947152","https://openalex.org/W3014822860","https://openalex.org/W3015676876","https://openalex.org/W3016208458","https://openalex.org/W3020381798","https://openalex.org/W3023460280","https://openalex.org/W3026665694","https://openalex.org/W3027293947","https://openalex.org/W3038361061","https://openalex.org/W3082644630","https://openalex.org/W3088188088","https://openalex.org/W3089230449","https://openalex.org/W3091839278","https://openalex.org/W3093800066","https://openalex.org/W3094105990","https://openalex.org/W3100270150","https://openalex.org/W3107377815","https://openalex.org/W3119122655","https://openalex.org/W3132715590","https://openalex.org/W3147474464","https://openalex.org/W4212861833","https://openalex.org/W4213113494","https://openalex.org/W4289655945"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Motivated":[0],"by":[1],"factors":[2],"such":[3],"as":[4,92,196],"the":[5,10,30,34,43,63,72,81,84,119,122,133,146,159,220,240],"reduction":[6],"in":[7,29,48,118,121,158,244],"cost":[8],"and":[9,37,42,58,68,98,132,167,172,191],"need":[11],"for":[12,55,177,182,239],"a":[13,78,107,149,179],"shift":[14],"towards":[15],"achieving":[16],"UN\u2019s":[17],"Sustainable":[18],"Development":[19],"Goals,":[20],"PV":[21,56,76,86,113,154,225,243],"(Photovoltaic)":[22],"power":[23,87,115,155,226],"generation":[24,67],"is":[25,105,140,152,170,237],"getting":[26],"more":[27],"attention":[28],"cold":[31,40],"regions":[32,50],"of":[33,46,66,75,83,110,124,129,148,222,242],"Nordic":[35,125],"countries":[36],"Canada.":[38],"The":[39,127],"climate":[41],"albedo":[44],"effect":[45,135,221],"snow":[47,223],"these":[49,183,245],"present":[51],"favorable":[52],"operating":[53],"conditions":[54],"cells":[57],"an":[59,93],"opportunity":[60],"to":[61,80,96,137,142,203,218,231],"realize":[62],"seasonal":[64],"matching":[65],"consumption":[69],"respectively.":[70],"However,":[71],"erratic":[73],"nature":[74],"brings":[77],"threat":[79],"operation":[82],"grid.":[85],"forecasting":[88,116,156],"has":[89],"been":[90],"used":[91,202,217],"economical":[94],"solution":[95],"minimize":[97],"even":[99],"overcome":[100],"this":[101,143,208,234],"limitation.":[102],"This":[103],"paper":[104],"therefore":[106],"comprehensive":[108],"review":[109],"machine":[111],"learning-based":[112],"output":[114],"models":[117,157],"literature":[120,160],"context":[123],"climate.":[126],"impact":[128],"meteorological":[130],"parameters":[131],"soiling":[134],"due":[136],"snow,":[138],"which":[139,236],"unique":[141],"climate,":[144],"on":[145,224,233],"performance":[147],"prediction":[150],"model":[151,181],"discussed.":[153],"are":[161,175,194],"systematically":[162],"classified":[163],"into":[164],"multiple":[165],"groups":[166],"each":[168],"group":[169],"analyzed":[171],"important":[173,197],"suggestions":[174],"made":[176],"choosing":[178],"better":[180],"regions.":[184,246],"Ensemble":[185],"methods,":[186],"optimization":[187],"algorithms,":[188],"time-series":[189],"decomposition,":[190],"weather":[192],"clustering":[193],"identified":[195],"techniques":[198],"that":[199,214],"can":[200,215],"be":[201,216],"enhance":[204],"performance.":[205],"And":[206],"notably,":[207],"work":[209],"proposed":[210],"two":[211],"conceptual":[212],"approaches":[213],"incorporate":[219],"forecasting.":[227],"Future":[228],"research":[229],"needs":[230],"focus":[232],"area,":[235],"crucial":[238],"development":[241]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":6}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
