{"id":"https://openalex.org/W4407951877","doi":"https://doi.org/10.1109/ispec59716.2024.10892515","title":"Optimizing Solar Panel Capacity Forecasting: A Comprehensive Analysis of Ensemble Learning Models in the Saudi Arabian Context","display_name":"Optimizing Solar Panel Capacity Forecasting: A Comprehensive Analysis of Ensemble Learning Models in the Saudi Arabian Context","publication_year":2024,"publication_date":"2024-11-24","ids":{"openalex":"https://openalex.org/W4407951877","doi":"https://doi.org/10.1109/ispec59716.2024.10892515"},"language":"en","primary_location":{"id":"doi:10.1109/ispec59716.2024.10892515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispec59716.2024.10892515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Sustainable Power and Energy Conference (iSPEC)","raw_type":"proceedings-article"},"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/A5019430470","display_name":"Mohammad Kamal Hossain","orcid":"https://orcid.org/0000-0001-9264-3828"},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Mohammad Kamal Hossain","raw_affiliation_strings":["King Fahd University of Petroleum and Minerals (KFUPM),Interdisciplinary Research Center for Sustainable Energy System (IRC-SES),Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum and Minerals (KFUPM),Interdisciplinary Research Center for Sustainable Energy System (IRC-SES),Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034710733","display_name":"Md Arifuzzaman","orcid":"https://orcid.org/0000-0002-5069-0447"},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Md Arifuzzaman","raw_affiliation_strings":["King Faisal University,Civil and Environmental Engineering,Al Hafuf,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Faisal University,Civil and Environmental Engineering,Al Hafuf,Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111149797","display_name":"Mohamed Elhasan Seliaman","orcid":null},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohamed Elhasan Seliaman","raw_affiliation_strings":["King Faisal University,Department of Information Systems,Al Hafuf,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Faisal University,Department of Information Systems,Al Hafuf,Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054213913","display_name":"Firoz Khan","orcid":"https://orcid.org/0000-0002-1832-3583"},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Firoz Khan","raw_affiliation_strings":["King Fahd University of Petroleum and Minerals (KFUPM),Interdisciplinary Research Center for Sustainable Energy System (IRC-SES),Dhahran,Saudi Arabia,31261"],"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum and Minerals (KFUPM),Interdisciplinary Research Center for Sustainable Energy System (IRC-SES),Dhahran,Saudi Arabia,31261","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029166470","display_name":"Debasish Sarker","orcid":"https://orcid.org/0000-0002-6939-2407"},"institutions":[{"id":"https://openalex.org/I4210132231","display_name":"International University of Business Agriculture and Technology","ror":"https://ror.org/02m32cr13","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210132231"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Debasish Sarker","raw_affiliation_strings":["Mechanical Engineering College of Engineering and Technology, International University of Business Agriculture and Technology,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering College of Engineering and Technology, International University of Business Agriculture and Technology,Bangladesh","institution_ids":["https://openalex.org/I4210132231"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058410557","display_name":"Hussain Altammar","orcid":"https://orcid.org/0000-0003-0062-5978"},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hussain Altammar","raw_affiliation_strings":["King Faisal University,Mechanical Engineering,Al Hafuf,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Faisal University,Mechanical Engineering,Al Hafuf,Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5019430470"],"corresponding_institution_ids":["https://openalex.org/I134085113"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26171608,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"303","last_page":"308"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9585000276565552,"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"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9585000276565552,"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/T10438","display_name":"Energy, Environment, Economic Growth","score":0.9506000280380249,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11059","display_name":"Market Dynamics and Volatility","score":0.939300000667572,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.699248194694519},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5302162766456604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35276639461517334},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.13680759072303772}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.699248194694519},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5302162766456604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35276639461517334},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13680759072303772},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ispec59716.2024.10892515","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispec59716.2024.10892515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Sustainable Power and Energy Conference (iSPEC)","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":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W1962261421","https://openalex.org/W1966386788","https://openalex.org/W2045902970","https://openalex.org/W2795970204","https://openalex.org/W2912934387","https://openalex.org/W4296456583","https://openalex.org/W4296656429","https://openalex.org/W4307265332","https://openalex.org/W4392411629","https://openalex.org/W4392942862","https://openalex.org/W4394803592","https://openalex.org/W6751017186","https://openalex.org/W6864506540"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"study":[1],"investigates":[2],"the":[3,21,29,138,155],"application":[4],"of":[5,23,31,94,140],"ensemble":[6,48],"learning":[7,144],"models":[8,79,145],"to":[9],"enhance":[10],"solar":[11,32,61,148],"panel":[12,33],"capacity":[13],"forecasting":[14],"in":[15,63,159],"Saudi":[16,65],"Arabia,":[17,66],"a":[18,68,131],"nation":[19],"at":[20,75],"forefront":[22],"renewable":[24],"energy":[25,149],"innovation.":[26],"Focusing":[27],"on":[28],"prediction":[30],"efficiency":[34],"parameters-maximum":[35],"power":[36],"(Pmax),":[37],"maximum":[38,42],"voltage":[39],"(Vmax),":[40],"and":[41,54,101,105,126],"current":[43],"(Imax)-the":[44],"research":[45],"compares":[46],"three":[47],"methods:":[49],"Bagging,":[50],"Additive":[51,114],"Regression":[52,115],"(boosting),":[53],"Stacking.":[55],"Data":[56],"was":[57],"collected":[58],"from":[59],"crystalline":[60],"panels":[62],"Dharan,":[64],"using":[67,82],"data":[69],"logger":[70],"that":[71],"recorded":[72],"environmental":[73],"variables":[74],"20-second":[76],"intervals.":[77],"The":[78,135],"were":[80],"evaluated":[81],"to-fold":[83],"cross-validation,":[84],"with":[85,122,151],"Bagging":[86,152],"demonstrating":[87],"superior":[88],"performance,":[89],"achieving":[90],"correlation":[91],"coefficients":[92],"(CC)":[93],"0.9748":[95],"for":[96,99,103,146],"Umax,":[97],"0.9928":[98],"Pmax,":[100],"0.9923":[102],"Imax,":[104],"correspondingly":[106],"low":[107],"Root":[108],"Mean":[109],"Squared":[110],"Error":[111],"(RMSE)":[112],"values.":[113],"showed":[116],"moderate":[117],"effectiveness,":[118],"while":[119],"Stacking":[120],"struggled":[121],"negative":[123],"CC":[124],"values":[125],"higher":[127],"RMSE":[128],"scores,":[129],"indicating":[130],"potential":[132],"overfitting":[133],"issue.":[134],"findings":[136],"underscore":[137],"importance":[139],"selecting":[141],"appropriate":[142],"machine":[143],"accurate":[147],"predictions,":[150],"emerging":[153],"as":[154],"most":[156],"reliable":[157],"method":[158],"this":[160],"context.":[161]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}