{"id":"https://openalex.org/W3210810027","doi":null,"title":"Photovoltaic output power forecast using artificial neural networks","display_name":"Photovoltaic output power forecast using artificial neural networks","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W3210810027","mag":"3210810027"},"language":"fr","primary_location":{"id":"pmh:oai:HAL:hal-02434084v1","doi":null,"is_oa":false,"landing_page_url":"https://centralesupelec.hal.science/hal-02434084","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.jatit.org/volumes/Vol96No15/30Vol96No15.pdf","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5034947996","display_name":"Abderrazzak Elamim","orcid":"https://orcid.org/0000-0002-9823-8433","observed_orcids":["https://orcid.org/0000-0002-9823-8433"]},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abderrazzak Elamim","raw_affiliation_strings":["ERDYS laboratory [Hassan II University of Casablanca]"],"raw_orcid":"https://orcid.org/0000-0002-9823-8433","affiliations":[{"raw_affiliation_string":"ERDYS laboratory [Hassan II University of Casablanca]","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023029272","display_name":"Boucha\u00edb Hartiti","orcid":"https://orcid.org/0000-0003-0168-9965","observed_orcids":["https://orcid.org/0000-0003-0168-9965","https://orcid.org/0000-0002-8372-1422"]},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Boucha\u00edb Hartiti","raw_affiliation_strings":["ERDYS laboratory [Hassan II University of Casablanca]"],"raw_orcid":"https://orcid.org/0000-0003-0168-9965","affiliations":[{"raw_affiliation_string":"ERDYS laboratory [Hassan II University of Casablanca]","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026455014","display_name":"Abdelfettah Barhdadi","orcid":"https://orcid.org/0000-0002-2542-5318","observed_orcids":["https://orcid.org/0000-0002-2542-5318"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdelfettah Barhdadi","raw_affiliation_strings":["\u00c9cole normale sup\u00e9rieure - Rabat"],"raw_orcid":"https://orcid.org/0000-0002-2542-5318","affiliations":[{"raw_affiliation_string":"\u00c9cole normale sup\u00e9rieure - Rabat","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008359215","display_name":"Amine Haibaoui","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amine Haibaoui","raw_affiliation_strings":["Laboratoire d'Ing\u00e9nierie et Mat\u00e9riaux [Casablanca]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire d'Ing\u00e9nierie et Mat\u00e9riaux [Casablanca]","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110574531","display_name":"Abderrazak Lfakir","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"A. Lfakir","raw_affiliation_strings":["Universit\u00e9 Sultan Moulay Slimane"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Sultan Moulay Slimane","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028294179","display_name":"Philippe Th\u00e9venin","orcid":"https://orcid.org/0000-0001-5249-7942","observed_orcids":["https://orcid.org/0000-0001-5249-7942","https://orcid.org/0000-0002-5468-1775"]},"institutions":[{"id":"https://openalex.org/I4210148061","display_name":"Laboratoire Mat\u00e9riaux, Optique, Photonique et Syst\u00e8mes","ror":"https://ror.org/055swm364","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I4210107720","https://openalex.org/I4210110412","https://openalex.org/I4210139971","https://openalex.org/I4210148061","https://openalex.org/I90183372"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Philippe Th\u00e9venin","raw_affiliation_strings":["Laboratoire Mat\u00e9riaux Optiques, Photonique et Syst\u00e8mes"],"raw_orcid":"https://orcid.org/0000-0001-5249-7942","affiliations":[{"raw_affiliation_string":"Laboratoire Mat\u00e9riaux Optiques, Photonique et Syst\u00e8mes","institution_ids":["https://openalex.org/I4210148061"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1233,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.40009407,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"96","issue":"15","first_page":"5116","last_page":"5126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9994999766349792,"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":0.9994999766349792,"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":0.00019999999494757503,"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":0.0,"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":0.9279999732971191},{"id":"https://openalex.org/keywords/feedforward-neural-networks","display_name":"feedforward neural networks","score":0.75},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"solar irradiance","score":0.9309999942779541},{"id":"https://openalex.org/keywords/ambient-temperature","display_name":"ambient temperature","score":0.9660000205039978},{"id":"https://openalex.org/keywords/solar-panel-power-output","display_name":"solar panel output power","score":0.640999972820282},{"id":"https://openalex.org/keywords/meteorological-conditions","display_name":"weather conditions","score":0.49900001287460327},{"id":"https://openalex.org/keywords/mohammedia","display_name":"Mohammedia","score":0.8029999732971191}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.765595555305481},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7246385812759399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5171936750411987},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5011248588562012},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40685439109802246},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2418822944164276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2344169020652771},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06566107273101807},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:HAL:hal-02434084v1","doi":null,"is_oa":false,"landing_page_url":"https://centralesupelec.hal.science/hal-02434084","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.jatit.org/volumes/Vol96No15/30Vol96No15.pdf","raw_type":"info:eu-repo/semantics/article"},{"id":"mag:3210810027","doi":null,"is_oa":false,"landing_page_url":"https://hal-centralesupelec.archives-ouvertes.fr/hal-02434084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"HAL (Le Centre pour la Communication Scientifique Directe)","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.878000020980835},{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.4399999976158142}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2998094414","https://openalex.org/W2914958437","https://openalex.org/W2028903792","https://openalex.org/W4313171897","https://openalex.org/W7216632498","https://openalex.org/W2883423910","https://openalex.org/W7214260055","https://openalex.org/W2781167107","https://openalex.org/W7128598759","https://openalex.org/W4412893642"],"abstract_inverted_index":{"This":[0],"article":[1],"presents":[2],"a":[3,21],"method":[4],"for":[5,107,114,122],"predicting":[6],"the":[7,26,48,52,63,68,74,95],"power":[8,43,53],"provided":[9],"by":[10,55],"photovoltaic":[11,22],"solar":[12,37],"panels":[13],"using":[14],"feed":[15],"forward":[16],"neural":[17,57],"network":[18],"(FFNN)":[19],"of":[20,28,51,65,86],"installation":[23],"located":[24],"in":[25],"city":[27],"Mohammedia":[29],"(Morocco).":[30],"An":[31],"almost":[32],"one-year":[33],"experimental":[34],"database":[35],"on":[36,90],"irradiance,":[38],"ambient":[39],"temperature":[40],"and":[41,79,105,112,117,120,130],"PV":[42],"were":[44,82],"used":[45],"to":[46],"study":[47],"prediction":[49],"ability":[50],"produced":[54],"artificial":[56],"networks.":[58],"To":[59],"verify":[60],"this":[61,87],"model,":[62],"coefficient":[64],"determination":[66,100],"(R2),":[67],"normalized":[69],"mean":[70,75],"squared":[71],"error":[72,77],"(nRMSE),":[73],"absolute":[76],"(MAE),":[78],"other":[80],"parameters":[81],"used.":[83],"The":[84],"results":[85],"model":[88,96],"tested":[89],"unknown":[91],"data":[92],"showed":[93],"that":[94],"works":[97],"well,":[98],"with":[99],"coefficients":[101],"lying":[102],"between":[103,110,118],"0.99":[104],"0.998":[106],"sunny":[108],"days,":[109],"0.961":[111],"0.965":[113],"cloudy":[115],"days":[116],"0.88":[119],"0.93":[121],"rainy":[123],"days.":[124],"\u00a9":[125],"2005":[126],"\u2013":[127],"ongoing":[128],"JATIT":[129],"LLS.":[131]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2021-11-08T00:00:00"}