{"id":"https://openalex.org/W4410133740","doi":"https://doi.org/10.1007/978-3-031-88653-9_60","title":"Forecasting Photovoltaic Power Production and Energy Consumption Using Artificial Neural Networks: Case Study of a Residential Microgrid in Morocco","display_name":"Forecasting Photovoltaic Power Production and Energy Consumption Using Artificial Neural Networks: Case Study of a Residential Microgrid in Morocco","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410133740","doi":"https://doi.org/10.1007/978-3-031-88653-9_60"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-88653-9_60","doi":"https://doi.org/10.1007/978-3-031-88653-9_60","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-88653-9_60","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4410133677","display_name":"Innovations in Smart Cities Applications Volume 8"},"type":"conference-paper","is_traditional":true,"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/A5092128266","display_name":"Bouthaina El Barkouki","orcid":"https://orcid.org/0009-0007-3634-5069","observed_orcids":["https://orcid.org/0009-0007-3634-5069"]},"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":true,"raw_author_name":"Bouthaina El Barkouki","raw_affiliation_strings":["Engineering for Smart and Sustainable Systems Research Centre, Mohammadia School of Engineers, Mohammed V University in Rabat, 10080, Rabat, Morocco","Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering for Smart and Sustainable Systems Research Centre, Mohammadia School of Engineers, Mohammed V University in Rabat, 10080, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"]},{"raw_affiliation_string":"Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092921362","display_name":"Oumaima Mahir","orcid":"https://orcid.org/0009-0002-8259-5054","observed_orcids":["https://orcid.org/0009-0002-8259-5054"]},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Oumaima Mahir","raw_affiliation_strings":["FST Fez, University Sidi Mohamed Ben Abdellah, 30000, Fez, Morocco","Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST Fez, University Sidi Mohamed Ben Abdellah, 30000, Fez, Morocco","institution_ids":["https://openalex.org/I81605866"]},{"raw_affiliation_string":"Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072464038","display_name":"Mohamed Laamim","orcid":"https://orcid.org/0000-0001-9267-734X","observed_orcids":["https://orcid.org/0000-0001-9267-734X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed Laamim","raw_affiliation_strings":["Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062662575","display_name":"Abdelilah Rochd","orcid":"https://orcid.org/0000-0002-1289-3825","observed_orcids":["https://orcid.org/0000-0002-1289-3825"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdelilah Rochd","raw_affiliation_strings":["Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Green Energy Park, Regional Road Kelaa km3, R206, 43150, Benguerir, Morocco","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059324426","display_name":"Mohammed Ouassaid","orcid":"https://orcid.org/0000-0002-1603-450X","observed_orcids":["https://orcid.org/0000-0002-1603-450X"]},"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":"Mohammed Ouassaid","raw_affiliation_strings":["Engineering for Smart and Sustainable Systems Research Centre, Mohammadia School of Engineers, Mohammed V University in Rabat, 10080, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering for Smart and Sustainable Systems Research Centre, Mohammadia School of Engineers, Mohammed V University in Rabat, 10080, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092128266"],"corresponding_institution_ids":["https://openalex.org/I126477371","https://openalex.org/I127336678"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"618","last_page":"627"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9336000084877014,"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":0.9336000084877014,"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":0.061000000685453415,"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":0.001500000013038516,"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-power-forecasting","display_name":"photovoltaic power forecasting","score":0.9789999723434448},{"id":"https://openalex.org/keywords/load-forecasting","display_name":"load forecasting","score":0.8420000076293945},{"id":"https://openalex.org/keywords/residential-microgrid","display_name":"residential microgrid","score":0.9649999737739563},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8640000224113464},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.9850000143051147},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.8529999852180481},{"id":"https://openalex.org/keywords/solar-energy","display_name":"solar energy","score":0.7639999985694885},{"id":"https://openalex.org/keywords/living-labs","display_name":"living labs","score":0.6129999756813049}],"concepts":[{"id":"https://openalex.org/C2776784348","wikidata":"https://www.wikidata.org/wiki/Q5762595","display_name":"Microgrid","level":3,"score":0.9302061200141907},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6831490993499756},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6804971694946289},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5940713882446289},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5467426180839539},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5461297631263733},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.440101683139801},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4256877601146698},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4246065318584442},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38586723804473877},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3655768036842346},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3520440459251404},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3212888240814209},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3149679899215698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30042919516563416},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.2564813792705536},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.11984583735466003},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.07594209909439087},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-88653-9_60","doi":"https://doi.org/10.1007/978-3-031-88653-9_60","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-88653-9_60","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":1.0,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"},{"score":0.9786999821662903,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"},{"score":0.4943999946117401,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2321449197","https://openalex.org/W2792326773","https://openalex.org/W2922496503","https://openalex.org/W2972574632","https://openalex.org/W3024761859","https://openalex.org/W3093587903","https://openalex.org/W3184420864","https://openalex.org/W3217470798","https://openalex.org/W4220954082","https://openalex.org/W4225568516","https://openalex.org/W4238682038","https://openalex.org/W4283367183","https://openalex.org/W4285216927","https://openalex.org/W4290990408","https://openalex.org/W4367678847","https://openalex.org/W4380081966"],"related_works":["https://openalex.org/W4385595398","https://openalex.org/W7202291137","https://openalex.org/W4402616277","https://openalex.org/W2995391691","https://openalex.org/W4388119954","https://openalex.org/W3046218971","https://openalex.org/W7132165376","https://openalex.org/W4413823188","https://openalex.org/W4382334298","https://openalex.org/W2914958437"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2025-05-07T00:00:00"}
