{"id":"https://openalex.org/W7203668615","doi":"https://doi.org/10.1007/s00521-026-12350-2","title":"Estimating, predicting and forecasting of solar irradiation: integrating empirical, temperature-based, and AI models with pollutant and meteorological data","display_name":"Estimating, predicting and forecasting of solar irradiation: integrating empirical, temperature-based, and AI models with pollutant and meteorological data","publication_year":2026,"publication_date":"2026-08-01","ids":{"openalex":"https://openalex.org/W7203668615","doi":"https://doi.org/10.1007/s00521-026-12350-2"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-026-12350-2","doi":"https://doi.org/10.1007/s00521-026-12350-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-026-12350-2","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"volume":null,"type":"article","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/A5089607874","display_name":"Anas Hajou","orcid":"https://orcid.org/0000-0001-6662-5597","observed_orcids":["https://orcid.org/0000-0001-6662-5597"]},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Anas Hajou","raw_affiliation_strings":["Faculty of Sciences, Department of Physics, Moulay Ismail University, Marjane II El Mansour, BP 15290, Meknes, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Department of Physics, Moulay Ismail University, Marjane II El Mansour, BP 15290, Meknes, Morocco","institution_ids":["https://openalex.org/I4210153608"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068270758","display_name":"Youness El Mghouchi","orcid":"https://orcid.org/0000-0003-2164-2056","observed_orcids":["https://orcid.org/0000-0003-2164-2056"]},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Youness El Mghouchi","raw_affiliation_strings":["\u00c9cole Nationale Sup\u00e9rieure d\u2019Arts et M\u00e9tiers, Department of Energetics, Moulay Ismail University, Meknes, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-2164-2056","affiliations":[{"raw_affiliation_string":"\u00c9cole Nationale Sup\u00e9rieure d\u2019Arts et M\u00e9tiers, Department of Energetics, Moulay Ismail University, Meknes, Morocco","institution_ids":["https://openalex.org/I4210153608"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086662103","display_name":"Mihaela Tinc\u0103 Udri\u0219tioiu","orcid":"https://orcid.org/0000-0002-5811-5930","observed_orcids":["https://orcid.org/0000-0002-5811-5930"]},"institutions":[{"id":"https://openalex.org/I97553796","display_name":"University of Craiova","ror":"https://ror.org/03s251g81","country_code":"RO","type":"education","lineage":["https://openalex.org/I97553796"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihaela Tinca Udristioiu","raw_affiliation_strings":["Faculty of Sciences, Department of Physics, University of Craiova, 13 A.I. Cuza Street, Craiova, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Department of Physics, University of Craiova, 13 A.I. Cuza Street, Craiova, Romania","institution_ids":["https://openalex.org/I97553796"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5068270758"],"corresponding_institution_ids":["https://openalex.org/I4210153608"],"apc_list":{"value":3290,"currency":"USD","value_usd":3290},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.66586841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"38","issue":"16","first_page":null,"last_page":null},"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/T10905","display_name":"Solar Thermal and Photovoltaic Systems","score":0.0,"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":0.0,"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/solar-irradiance-forecasting","display_name":"solar irradiance forecasting","score":0.8479999899864197},{"id":"https://openalex.org/keywords/solar-radiation-estimation","display_name":"solar radiation estimation","score":0.75},{"id":"https://openalex.org/keywords/solar-power-forecasting","display_name":"photovoltaic power forecasting","score":0.8100000023841858},{"id":"https://openalex.org/keywords/hybrid-modeling","display_name":"hybrid modeling","score":0.6639999747276306},{"id":"https://openalex.org/keywords/temperature-based-models","display_name":"temperature-based models","score":0.7390000224113464},{"id":"https://openalex.org/keywords/empirical-model","display_name":"empirical model","score":0.6050000190734863},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.6309999823570251},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.890999972820282},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.8980000019073486},{"id":"https://openalex.org/keywords/ozone","display_name":"ozone","score":0.5389999747276306},{"id":"https://openalex.org/keywords/nitrogen-oxides","display_name":"nitrogen oxides","score":0.9139999747276306},{"id":"https://openalex.org/keywords/air-pollutants","display_name":"air pollutants","score":0.6470000147819519},{"id":"https://openalex.org/keywords/meteorological-variables","display_name":"meteorological parameters","score":0.9449999928474426},{"id":"https://openalex.org/keywords/short-term-and-long-term-forecasting","display_name":"short-term and long-term forecasting","score":0.7789999842643738},{"id":"https://openalex.org/keywords/solar-energy-planning","display_name":"solar energy planning","score":0.828000009059906}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6730999946594238},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.607200026512146},{"id":"https://openalex.org/C133199616","wikidata":"https://www.wikidata.org/wiki/Q25386885","display_name":"Empirical modelling","level":2,"score":0.6018000245094299},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5954999923706055},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5228000283241272},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.508400022983551},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.49390000104904175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49070000648498535},{"id":"https://openalex.org/C82685317","wikidata":"https://www.wikidata.org/wiki/Q19829510","display_name":"Pollutant","level":2,"score":0.4560999870300293},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3935000002384186},{"id":"https://openalex.org/C2777618391","wikidata":"https://www.wikidata.org/wiki/Q1483757","display_name":"Solar power","level":3,"score":0.3903999924659729},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.36090001463890076},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.3490000069141388},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3352999985218048},{"id":"https://openalex.org/C2987469573","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather prediction","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30889999866485596},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.29589998722076416},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26489999890327454},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C170061395","wikidata":"https://www.wikidata.org/wiki/Q5468164","display_name":"Forecast skill","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.25949999690055847}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-026-12350-2","doi":"https://doi.org/10.1007/s00521-026-12350-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-026-12350-2","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":1.0},{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9090999960899353},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4943999946117401}],"sustainable_development_goals_aurora":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.639452338218689}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1487289320","https://openalex.org/W1970589326","https://openalex.org/W1998485417","https://openalex.org/W2017732481","https://openalex.org/W2025365831","https://openalex.org/W2025613986","https://openalex.org/W2027939224","https://openalex.org/W2030216404","https://openalex.org/W2032007905","https://openalex.org/W2058029961","https://openalex.org/W2063645814","https://openalex.org/W2069911320","https://openalex.org/W2072252861","https://openalex.org/W2083359556","https://openalex.org/W2089224394","https://openalex.org/W2092552292","https://openalex.org/W2094012581","https://openalex.org/W2117477350","https://openalex.org/W2162031049","https://openalex.org/W2469734051","https://openalex.org/W2502075365","https://openalex.org/W2553152989","https://openalex.org/W2586589628","https://openalex.org/W2780554042","https://openalex.org/W2883566996","https://openalex.org/W2907684802","https://openalex.org/W3212644427","https://openalex.org/W4200317152","https://openalex.org/W4281382682","https://openalex.org/W4294162879","https://openalex.org/W4380090320","https://openalex.org/W4386370864","https://openalex.org/W4392081637","https://openalex.org/W4392193044","https://openalex.org/W4392377564","https://openalex.org/W4402968218","https://openalex.org/W4404574672","https://openalex.org/W4408304848","https://openalex.org/W4408998216","https://openalex.org/W4409518927","https://openalex.org/W4410241474","https://openalex.org/W4411495170","https://openalex.org/W4412069562","https://openalex.org/W4412629165","https://openalex.org/W4416296161","https://openalex.org/W7162502707"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-08-19T00:00:00"}
