{"id":"https://openalex.org/W4283266622","doi":"https://doi.org/10.1109/isivc54825.2022.9800748","title":"The Impact of Forecasting Horizon and Resolution on PV Power Prediction using Artificial Neural Networks","display_name":"The Impact of Forecasting Horizon and Resolution on PV Power Prediction using Artificial Neural Networks","publication_year":2022,"publication_date":"2022-05-18","ids":{"openalex":"https://openalex.org/W4283266622","doi":"https://doi.org/10.1109/isivc54825.2022.9800748"},"language":"en","primary_location":{"id":"doi:10.1109/isivc54825.2022.9800748","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc54825.2022.9800748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 11th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5086712879","display_name":"Basma Saad","orcid":"https://orcid.org/0000-0001-8628-7142"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Basma Saad","raw_affiliation_strings":["Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]},{"raw_affiliation_string":"Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018404782","display_name":"Rahhal Errattahi","orcid":"https://orcid.org/0000-0002-5897-6853"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Rahhal Errattahi","raw_affiliation_strings":["Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]},{"raw_affiliation_string":"Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013707482","display_name":"Asmaa El Hannani","orcid":"https://orcid.org/0000-0003-4765-0222"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Asmaa El Hannani","raw_affiliation_strings":["Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]},{"raw_affiliation_string":"Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014137516","display_name":"Abdelhak Aqqal","orcid":"https://orcid.org/0000-0002-1488-3161"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelhak Aqqal","raw_affiliation_strings":["Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chouaib Doukkali University,Laboratory of Information Technologies, National School of Applied Sciences of El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]},{"raw_affiliation_string":"Laboratory of Information Technologies, National School of Applied Sciences of El Jadida, Chouaib Doukkali University, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210125507"],"apc_list":null,"apc_paid":null,"fwci":0.1687,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.3826013,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":1.0,"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":1.0,"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":0.9995999932289124,"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":0.9965000152587891,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6800576448440552},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.657604992389679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6153799891471863},{"id":"https://openalex.org/keywords/horizon","display_name":"Horizon","score":0.6089830994606018},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5151118636131287},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.48225265741348267},{"id":"https://openalex.org/keywords/time-horizon","display_name":"Time horizon","score":0.4799771308898926},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.4575490355491638},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4467933475971222},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.446024090051651},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3380664587020874},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20165902376174927},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.18197521567344666},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10037276148796082},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0791814923286438},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07684692740440369}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6800576448440552},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.657604992389679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6153799891471863},{"id":"https://openalex.org/C159176650","wikidata":"https://www.wikidata.org/wiki/Q43261","display_name":"Horizon","level":2,"score":0.6089830994606018},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5151118636131287},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.48225265741348267},{"id":"https://openalex.org/C28761237","wikidata":"https://www.wikidata.org/wiki/Q7805321","display_name":"Time horizon","level":2,"score":0.4799771308898926},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.4575490355491638},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4467933475971222},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.446024090051651},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3380664587020874},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20165902376174927},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.18197521567344666},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10037276148796082},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0791814923286438},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07684692740440369},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isivc54825.2022.9800748","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc54825.2022.9800748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 11th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.8700000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W92214286","https://openalex.org/W1899504021","https://openalex.org/W1977544721","https://openalex.org/W1989649856","https://openalex.org/W2031939255","https://openalex.org/W2064675550","https://openalex.org/W2612027128","https://openalex.org/W2741480503","https://openalex.org/W2752250962","https://openalex.org/W2810416314","https://openalex.org/W2949062675","https://openalex.org/W2956074973","https://openalex.org/W2997684871","https://openalex.org/W3016208458","https://openalex.org/W3038502834","https://openalex.org/W3109677662","https://openalex.org/W3133181227","https://openalex.org/W3213400186","https://openalex.org/W6603726975","https://openalex.org/W6631636882","https://openalex.org/W6888703912"],"related_works":["https://openalex.org/W2906267174","https://openalex.org/W134501823","https://openalex.org/W2615656344","https://openalex.org/W2013239059","https://openalex.org/W2295626654","https://openalex.org/W4286622840","https://openalex.org/W2536121351","https://openalex.org/W2809608782","https://openalex.org/W2333245620","https://openalex.org/W1889576908"],"abstract_inverted_index":{"Solar":[0],"energy":[1],"forecasting":[2,64,84,123],"becomes":[3],"a":[4],"necessity":[5],"in":[6,59,109,120],"order":[7],"to":[8,55,98],"balance":[9],"the":[10,27,39,42,50,60,126,128,131,134],"supply":[11],"and":[12,22,32,74,82,90],"demand":[13],"of":[14,29,41,52,115],"this":[15,116],"energy,":[16],"therefore":[17],"promote":[18],"its":[19],"planning,":[20],"transmission":[21],"distribution.":[23],"This":[24],"work":[25],"clarifies":[26],"impact":[28],"forecast":[30],"horizon":[31,129],"resolution":[33,58,142],"on":[34],"model":[35,81,97,135],"accuracy":[36],"by":[37],"exploiting":[38],"power":[40,102],"Long":[43],"Short-Term":[44],"Memory":[45],"(LSTM)":[46],"model,":[47],"which":[48],"manages":[49],"shape":[51],"multidimensional":[53],"data":[54,141],"embed":[56],"small":[57,140],"input":[61],"data.":[62],"Four":[63],"horizons":[65,85],"were":[66,93],"assessed":[67],"(1":[68,86],"day,":[69,87],"1":[70,88],"hour,":[71],"15":[72,91],"minutes":[73],"5":[75],"minutes)":[76,92],"using":[77],"Multilayer":[78],"Perceptron":[79],"(MLP)":[80],"three":[83],"hour":[89],"used":[94],"within":[95],"LSTM":[96],"predict":[99],"Photovoltaic":[100],"(PV)":[101],"generated":[103],"from":[104],"11":[105],"PV":[106],"panels":[107],"located":[108],"Eugene":[110],"university,":[111],"Oregon.":[112],"The":[113],"findings":[114],"study":[117],"indicate":[118],"that":[119],"short":[121],"term":[122],"horizon,":[124],"generally,":[125],"more":[127,132],"decreases":[130],"accurate":[133],"becomes,":[136],"as":[137,139],"well":[138],"is":[143],"recommended.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}