{"id":"https://openalex.org/W4390549972","doi":"https://doi.org/10.1109/sita60746.2023.10373739","title":"Deep Learning Model for Multi-Step Ahead Prediction of Solar Irradiance: Case of Study of Morocco","display_name":"Deep Learning Model for Multi-Step Ahead Prediction of Solar Irradiance: Case of Study of Morocco","publication_year":2023,"publication_date":"2023-11-22","ids":{"openalex":"https://openalex.org/W4390549972","doi":"https://doi.org/10.1109/sita60746.2023.10373739"},"language":"en","primary_location":{"id":"doi:10.1109/sita60746.2023.10373739","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sita60746.2023.10373739","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Intelligent Systems: Theories and Applications (SITA)","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/A5093559210","display_name":"Saad Benbrahim","orcid":"https://orcid.org/0000-0002-9644-4444"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]},{"id":"https://openalex.org/I127336678","display_name":"Ecole Mohammadia d'Ing\u00e9nieurs","ror":"https://ror.org/00md3qm14","country_code":"MA","type":"education","lineage":["https://openalex.org/I127336678"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Saad Benbrahim","raw_affiliation_strings":["Mohammed V University in Rabat,Research Team AMIPS, École Mohammadia d'Ingénieurs,Rabat,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohammed V University in Rabat,Research Team AMIPS, École Mohammadia d'Ingénieurs,Rabat,Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017704832","display_name":"Loubna Benabbou","orcid":"https://orcid.org/0000-0002-0600-8658"},"institutions":[{"id":"https://openalex.org/I182451676","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski","ror":"https://ror.org/049jtt335","country_code":"CA","type":"education","lineage":["https://openalex.org/I182451676","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Loubna Benabbou","raw_affiliation_strings":["Université du Québec à Rimouski (UQAR),Department of Management Science,Lévis,Qu\u00e9bec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université du Québec à Rimouski (UQAR),Department of Management Science,Lévis,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I182451676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000287974","display_name":"Hanane Dagdougui","orcid":"https://orcid.org/0000-0001-7500-0468"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hanane Dagdougui","raw_affiliation_strings":["Polytechnique Montréal,Department of Mathematics and Industrial Engineering,Montréal,Qu\u00e9bec,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Polytechnique Montréal,Department of Mathematics and Industrial Engineering,Montréal,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021823220","display_name":"Ismail Belhaj","orcid":"https://orcid.org/0000-0002-4849-7576"},"institutions":[{"id":"https://openalex.org/I4210159972","display_name":"Moroccan Agency For Solar Energy (Morocco)","ror":"https://ror.org/04sxg3977","country_code":"MA","type":"company","lineage":["https://openalex.org/I4210159972"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ismail Belhaj","raw_affiliation_strings":["Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco","institution_ids":["https://openalex.org/I4210159972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018272267","display_name":"Abdelali Djdiaa","orcid":"https://orcid.org/0000-0002-3062-1911"},"institutions":[{"id":"https://openalex.org/I4210159972","display_name":"Moroccan Agency For Solar Energy (Morocco)","ror":"https://ror.org/04sxg3977","country_code":"MA","type":"company","lineage":["https://openalex.org/I4210159972"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelali Djdiaa","raw_affiliation_strings":["Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco","institution_ids":["https://openalex.org/I4210159972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112369036","display_name":"Hicham Bouzekri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159972","display_name":"Moroccan Agency For Solar Energy (Morocco)","ror":"https://ror.org/04sxg3977","country_code":"MA","type":"company","lineage":["https://openalex.org/I4210159972"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hicham Bouzekri","raw_affiliation_strings":["Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Moroccan Agency for Sustainable Energy (Masen),Masen R&D,Rabat,Morocco","institution_ids":["https://openalex.org/I4210159972"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078040310","display_name":"Abdelaziz Berrado","orcid":"https://orcid.org/0000-0001-8414-4607"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]},{"id":"https://openalex.org/I127336678","display_name":"Ecole Mohammadia d'Ing\u00e9nieurs","ror":"https://ror.org/00md3qm14","country_code":"MA","type":"education","lineage":["https://openalex.org/I127336678"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelaziz Berrado","raw_affiliation_strings":["Mohammed V University in Rabat,Research Team AMIPS, École Mohammadia d'Ingénieurs,Rabat,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohammed V University in Rabat,Research Team AMIPS, École Mohammadia d'Ingénieurs,Rabat,Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21665838,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9979000091552734,"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":0.9973000288009644,"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/renewable-energy","display_name":"Renewable energy","score":0.7734179496765137},{"id":"https://openalex.org/keywords/irradiance","display_name":"Irradiance","score":0.7573652267456055},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"Solar irradiance","score":0.6483758687973022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6444419026374817},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5669263005256653},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4818035960197449},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4492546021938324},{"id":"https://openalex.org/keywords/solar-energy","display_name":"Solar energy","score":0.4318188726902008},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4063265323638916},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.36652976274490356},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.33844196796417236},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.33467376232147217},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32331210374832153},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18046221137046814},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1038636863231659},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.0960124135017395},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0921541154384613}],"concepts":[{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.7734179496765137},{"id":"https://openalex.org/C46423501","wikidata":"https://www.wikidata.org/wiki/Q830654","display_name":"Irradiance","level":2,"score":0.7573652267456055},{"id":"https://openalex.org/C9695528","wikidata":"https://www.wikidata.org/wiki/Q7556707","display_name":"Solar irradiance","level":2,"score":0.6483758687973022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444419026374817},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5669263005256653},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4818035960197449},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4492546021938324},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.4318188726902008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4063265323638916},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.36652976274490356},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.33844196796417236},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.33467376232147217},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32331210374832153},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18046221137046814},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1038636863231659},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0960124135017395},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0921541154384613},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/sita60746.2023.10373739","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sita60746.2023.10373739","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Intelligent Systems: Theories and Applications (SITA)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:57145","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/57145/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"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":"Communication de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2056192250","https://openalex.org/W2058580388","https://openalex.org/W2058752779","https://openalex.org/W2076077531","https://openalex.org/W2155971453","https://openalex.org/W2528056888","https://openalex.org/W2792326773","https://openalex.org/W2794078445","https://openalex.org/W2804124053","https://openalex.org/W2924135058","https://openalex.org/W2970546901","https://openalex.org/W2979067816","https://openalex.org/W2980189150","https://openalex.org/W2998639137","https://openalex.org/W3002158669","https://openalex.org/W3015024348","https://openalex.org/W3016497199","https://openalex.org/W3028104798","https://openalex.org/W3036746461","https://openalex.org/W3037712939","https://openalex.org/W3080485564","https://openalex.org/W3095652165","https://openalex.org/W3113480591","https://openalex.org/W3121581480","https://openalex.org/W3134364980","https://openalex.org/W3135770773","https://openalex.org/W3142328061","https://openalex.org/W3169326072","https://openalex.org/W3201788789","https://openalex.org/W4220931804","https://openalex.org/W4388863264"],"related_works":["https://openalex.org/W1530649511","https://openalex.org/W3104379783","https://openalex.org/W2131174359","https://openalex.org/W4322211974","https://openalex.org/W2884263184","https://openalex.org/W2995848355","https://openalex.org/W1749313231","https://openalex.org/W3201088759","https://openalex.org/W2023949803","https://openalex.org/W1578057650"],"abstract_inverted_index":{"Accurate":[0],"solar":[1],"irradiance":[2],"forecasting":[3,38,70],"is":[4],"crucial":[5],"for":[6,63],"managing":[7],"energy":[8,23],"generation":[9],"and":[10,29,106],"consumption":[11],"in":[12,52,83],"the":[13,42,48,92,102],"rapidly":[14],"evolving":[15],"landscape":[16],"of":[17,47],"renewable":[18,22],"energy.":[19],"It":[20],"enables":[21],"operators":[24],"to":[25,40,80,101],"make":[26],"informed":[27],"decisions":[28],"maximize":[30],"their":[31],"output.":[32],"This":[33],"study":[34],"employs":[35],"deep":[36],"learning-based":[37],"models":[39,104],"predict":[41],"Global":[43],"Horizontal":[44],"Irradiance":[45],"(GHI)":[46],"R&D":[49],"platform":[50],"situated":[51],"Ouarzazate,":[53],"Morocco.":[54],"A":[55],"sensitivity":[56],"analysis":[57],"was":[58,85],"conducted":[59],"on":[60],"multiple":[61],"scenarios":[62],"a":[64,69],"one":[65,78],"day-ahead":[66],"horizon.":[67],"Moreover,":[68],"technique":[71],"that":[72,91],"encompasses":[73],"numerous":[74],"horizons,":[75],"ranging":[76],"from":[77],"day":[79],"three":[81],"days":[82],"advance,":[84],"evaluated.":[86],"The":[87],"study's":[88],"findings":[89],"suggest":[90],"encoder-decoder":[93],"model":[94],"we":[95],"proposed":[96],"exhibited":[97],"superior":[98],"performance":[99],"compared":[100],"other":[103],"tested":[105],"produced":[107],"dependable":[108],"predictions.":[109]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}