{"id":"https://openalex.org/W4402616277","doi":"https://doi.org/10.3390/computers13090235","title":"Enhancing Solar Power Efficiency: Smart Metering and ANN-Based Production Forecasting","display_name":"Enhancing Solar Power Efficiency: Smart Metering and ANN-Based Production Forecasting","publication_year":2024,"publication_date":"2024-09-17","ids":{"openalex":"https://openalex.org/W4402616277","doi":"https://doi.org/10.3390/computers13090235"},"language":"en","primary_location":{"id":"doi:10.3390/computers13090235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13090235","pdf_url":"https://www.mdpi.com/2073-431X/13/9/235/pdf?version=1726730706","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/13/9/235/pdf?version=1726730706","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061493500","display_name":"Younes Ledmaoui","orcid":"https://orcid.org/0000-0002-2111-6470"},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Younes Ledmaoui","raw_affiliation_strings":["Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco"],"affiliations":[{"raw_affiliation_string":"Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco","institution_ids":["https://openalex.org/I75880681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092472797","display_name":"Asmaa El Fahli","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Asmaa El Fahli","raw_affiliation_strings":["Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057934571","display_name":"Adila El Maghraoui","orcid":"https://orcid.org/0000-0002-7659-1471"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Adila El Maghraoui","raw_affiliation_strings":["Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Abderahmane Hamdouchi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abderahmane Hamdouchi","raw_affiliation_strings":["Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037015959","display_name":"Mohamed El Aroussi","orcid":"https://orcid.org/0000-0001-6334-4546"},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed El Aroussi","raw_affiliation_strings":["Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco"],"affiliations":[{"raw_affiliation_string":"Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco","institution_ids":["https://openalex.org/I75880681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064506479","display_name":"Rachid Saadane","orcid":"https://orcid.org/0000-0002-0197-8313"},"institutions":[{"id":"https://openalex.org/I75880681","display_name":"Hassania School of Public Works","ror":"https://ror.org/01ye8vh67","country_code":"MA","type":"education","lineage":["https://openalex.org/I75880681"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Rachid Saadane","raw_affiliation_strings":["Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco"],"affiliations":[{"raw_affiliation_string":"Laboratory Engineering System, Hassania School of Public Works, Casablanca BP 8108, Morocco","institution_ids":["https://openalex.org/I75880681"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063193219","display_name":"Ahmed Chebak","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Chebak","raw_affiliation_strings":["Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Green Tech Institute and Vanguard Center, Mohammed VI Polytechnic University, Benguerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061493500"],"corresponding_institution_ids":["https://openalex.org/I75880681"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":4.4662,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.9518972,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"13","issue":"9","first_page":"235","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"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":0.9998000264167786,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9990000128746033,"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":0.9951000213623047,"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/metering-mode","display_name":"Metering mode","score":0.8396948575973511},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5758810639381409},{"id":"https://openalex.org/keywords/solar-power","display_name":"Solar power","score":0.480608195066452},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4242579936981201},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4182007312774658},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.38844630122184753},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.35943663120269775},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.31206178665161133},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.07876989245414734},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06940391659736633}],"concepts":[{"id":"https://openalex.org/C30905978","wikidata":"https://www.wikidata.org/wiki/Q815598","display_name":"Metering mode","level":2,"score":0.8396948575973511},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5758810639381409},{"id":"https://openalex.org/C2777618391","wikidata":"https://www.wikidata.org/wiki/Q1483757","display_name":"Solar power","level":3,"score":0.480608195066452},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4242579936981201},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4182007312774658},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.38844630122184753},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35943663120269775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31206178665161133},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.07876989245414734},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06940391659736633},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13090235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13090235","pdf_url":"https://www.mdpi.com/2073-431X/13/9/235/pdf?version=1726730706","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ce8e817b99eb41b7925acf539acf563d","is_oa":true,"landing_page_url":"https://doaj.org/article/ce8e817b99eb41b7925acf539acf563d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 13, Iss 9, p 235 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13090235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13090235","pdf_url":"https://www.mdpi.com/2073-431X/13/9/235/pdf?version=1726730706","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402616277.pdf","grobid_xml":"https://content.openalex.org/works/W4402616277.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1538214436","https://openalex.org/W2041583451","https://openalex.org/W2101234009","https://openalex.org/W2751698537","https://openalex.org/W2786691794","https://openalex.org/W2901072570","https://openalex.org/W2901312569","https://openalex.org/W2971349717","https://openalex.org/W2972425174","https://openalex.org/W2985072744","https://openalex.org/W3009377873","https://openalex.org/W3016309274","https://openalex.org/W3024158773","https://openalex.org/W3033970567","https://openalex.org/W3034714000","https://openalex.org/W3046013703","https://openalex.org/W3080958587","https://openalex.org/W3095399436","https://openalex.org/W3103699767","https://openalex.org/W3118831975","https://openalex.org/W3147474464","https://openalex.org/W3174524262","https://openalex.org/W3186247783","https://openalex.org/W3186555395","https://openalex.org/W4200255766","https://openalex.org/W4281381667","https://openalex.org/W4283317342","https://openalex.org/W4285033625","https://openalex.org/W4292813698","https://openalex.org/W4293879976","https://openalex.org/W4294168385","https://openalex.org/W4300982014","https://openalex.org/W4323275718","https://openalex.org/W4378894751","https://openalex.org/W4384344969","https://openalex.org/W4385215070","https://openalex.org/W4385595398","https://openalex.org/W4386141479","https://openalex.org/W4386774380","https://openalex.org/W4388196753","https://openalex.org/W4390590517","https://openalex.org/W4393008730","https://openalex.org/W6675354045","https://openalex.org/W6767578800","https://openalex.org/W6860537021"],"related_works":["https://openalex.org/W2384104878","https://openalex.org/W2360352189","https://openalex.org/W2054457760","https://openalex.org/W2351145417","https://openalex.org/W4288765096","https://openalex.org/W2082239223","https://openalex.org/W4382774707","https://openalex.org/W2377181419","https://openalex.org/W2366499250","https://openalex.org/W4210889285"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,41,47,66,116,160],"comprehensive":[4],"and":[5,31,68,81,98,138,155,178,206],"comparative":[6],"study":[7,37],"of":[8,89],"solar":[9,90,123,196],"energy":[10,62,82,125,173,197],"forecasting":[11,198],"in":[12,54,130,181,199],"Morocco,":[13],"utilizing":[14],"four":[15],"machine":[16],"learning":[17],"algorithms:":[18],"Extreme":[19],"Gradient":[20,23],"Boosting":[21,24],"(XGBoost),":[22],"Machine":[25],"(GBM),":[26],"recurrent":[27],"neural":[28,33],"networks":[29,34],"(RNNs),":[30],"artificial":[32],"(ANNs).":[35],"The":[36,57,157,183],"is":[38,119,149],"conducted":[39],"using":[40,141],"smart":[42,58,164,175],"metering":[43,59,165],"device":[44,60],"designed":[45],"for":[46,152,167,195],"photovoltaic":[48,168],"system":[49,110],"at":[50],"an":[51,75,87],"industrial":[52],"site":[53],"Benguerir,":[55],"Morocco.":[56,182],"collects":[61],"usage":[63],"data":[64,117,129,153],"from":[65],"submeter":[67],"transmits":[69],"it":[70],"to":[71,108,121,163,171],"the":[72,131,190,203,211],"cloud":[73,132],"via":[74],"ESP-32":[76],"card,":[77],"enhancing":[78],"monitoring,":[79],"efficiency,":[80],"utilization.":[83],"Our":[84],"methodology":[85],"includes":[86],"analysis":[88,185],"resources,":[91],"considering":[92],"factors":[93],"such":[94],"as":[95],"location,":[96],"temperature,":[97],"irradiance":[99],"levels,":[100],"with":[101,210],"PVSYST":[102],"simulation":[103],"software":[104],"version":[105],"7.2,":[106],"employed":[107],"evaluate":[109],"performance":[111,184],"under":[112],"varying":[113],"conditions.":[114],"Additionally,":[115],"logger":[118],"developed":[120],"monitor":[122],"panel":[124],"production,":[126],"securely":[127],"storing":[128],"while":[133],"accurately":[134],"measuring":[135],"key":[136],"parameters":[137],"transmitting":[139],"them":[140],"reliable":[142],"communication":[143],"protocols.":[144],"An":[145],"intuitive":[146],"web":[147],"interface":[148],"also":[150],"created":[151],"visualization":[154],"analysis.":[156],"research":[158],"demonstrates":[159],"holistic":[161],"approach":[162],"devices":[166],"systems,":[169],"contributing":[170],"sustainable":[172],"utilization,":[174],"grid":[176],"development,":[177],"environmental":[179],"conservation":[180],"indicates":[186],"that":[187],"ANNs":[188],"are":[189],"most":[191],"effective":[192],"predictive":[193],"model":[194],"similar":[200],"scenarios,":[201],"demonstrating":[202],"lowest":[204],"RMSE":[205],"MAE":[207],"values,":[208],"along":[209],"highest":[212],"R2":[213],"value.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
