{"id":"https://openalex.org/W4412170848","doi":"https://doi.org/10.1109/access.2025.3581194","title":"CNN Assisted Dual Reservoir Hybrid Network for Power Consumption Forecasting","display_name":"CNN Assisted Dual Reservoir Hybrid Network for Power Consumption Forecasting","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412170848","doi":"https://doi.org/10.1109/access.2025.3581194"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3581194","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581194","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3581194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040216869","display_name":"Hammad Iqbal Sherazi","orcid":"https://orcid.org/0000-0003-4622-3763"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hammad I. Sherazi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-4622-3763","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006295865","display_name":"Omar Alrumayh","orcid":"https://orcid.org/0000-0002-3412-2853"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Omar Alrumayh","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3412-2853","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029191317","display_name":"Shabana Habib","orcid":"https://orcid.org/0000-0002-6543-2520"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]},{"id":"https://openalex.org/I4210092650","display_name":"Buraydah Colleges","ror":"https://ror.org/00j0krs40","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210092650"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shabana Habib","raw_affiliation_strings":["Department of Information Technology, College of Computer, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-6543-2520","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computer, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236","https://openalex.org/I4210092650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107583779","display_name":"Abdulrahman Alsafrani","orcid":"https://orcid.org/0000-0003-4557-6479"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdulrahman Alsafrani","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024192822","display_name":"Muhammad Islam","orcid":"https://orcid.org/0000-0002-2379-4451"},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Muhammad Islam","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-2379-4451","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114564679","display_name":"Hedi A. Guesmi","orcid":null},"institutions":[{"id":"https://openalex.org/I156216236","display_name":"Qassim University","ror":"https://ror.org/01wsfe280","country_code":"SA","type":"education","lineage":["https://openalex.org/I156216236"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hedi A. Guesmi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Qassim University, Buraydah, Saudi Arabia","institution_ids":["https://openalex.org/I156216236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.9579,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73696732,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"120578","last_page":"120590"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9997000098228455,"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":0.9997000098228455,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9965000152587891,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.7647204399108887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6764764785766602},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.6349735856056213},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.3674912750720978},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32803356647491455}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.7647204399108887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6764764785766602},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.6349735856056213},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3674912750720978},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32803356647491455},{"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/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3581194","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581194","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:efaf3d92a71b4c5b8f1c886667b80f89","is_oa":true,"landing_page_url":"https://doaj.org/article/efaf3d92a71b4c5b8f1c886667b80f89","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 120578-120590 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3581194","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581194","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8600000143051147,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W2063791237","https://openalex.org/W2543643230","https://openalex.org/W2573022114","https://openalex.org/W2791167442","https://openalex.org/W2883383020","https://openalex.org/W2905358587","https://openalex.org/W2909436466","https://openalex.org/W2909670596","https://openalex.org/W2910279921","https://openalex.org/W2915736901","https://openalex.org/W2922329508","https://openalex.org/W2941944264","https://openalex.org/W2944920662","https://openalex.org/W2948490758","https://openalex.org/W2954104732","https://openalex.org/W2956207189","https://openalex.org/W2956702988","https://openalex.org/W2960560113","https://openalex.org/W2963670497","https://openalex.org/W2965788304","https://openalex.org/W2972961631","https://openalex.org/W2977155375","https://openalex.org/W2990430732","https://openalex.org/W2996221603","https://openalex.org/W2997320470","https://openalex.org/W2997861936","https://openalex.org/W3000313095","https://openalex.org/W3004335670","https://openalex.org/W3004615968","https://openalex.org/W3008571545","https://openalex.org/W3010192349","https://openalex.org/W3011726937","https://openalex.org/W3013905067","https://openalex.org/W3014580770","https://openalex.org/W3019251610","https://openalex.org/W3021030633","https://openalex.org/W3026642726","https://openalex.org/W3031361451","https://openalex.org/W3033406500","https://openalex.org/W3034079382","https://openalex.org/W3034272367","https://openalex.org/W3036353854","https://openalex.org/W3038202720","https://openalex.org/W3043519653","https://openalex.org/W3043685378","https://openalex.org/W3044720376","https://openalex.org/W3046580686","https://openalex.org/W3047269164","https://openalex.org/W3047313329","https://openalex.org/W3088383850","https://openalex.org/W3090516321","https://openalex.org/W3093380362","https://openalex.org/W3094796981","https://openalex.org/W3100170320","https://openalex.org/W3101900901","https://openalex.org/W3104996215","https://openalex.org/W3105031020","https://openalex.org/W3107152034","https://openalex.org/W3109805288","https://openalex.org/W3112644111","https://openalex.org/W3118620764","https://openalex.org/W3127742904","https://openalex.org/W3129762955","https://openalex.org/W3135884082","https://openalex.org/W3137224754","https://openalex.org/W3163842708","https://openalex.org/W3209005583","https://openalex.org/W4205565738","https://openalex.org/W4225116485","https://openalex.org/W4283158759","https://openalex.org/W4292510792","https://openalex.org/W4296021822","https://openalex.org/W4327949239","https://openalex.org/W4379932860","https://openalex.org/W4389497297","https://openalex.org/W4389799502"],"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":{"Developing":[0],"a":[1,18,88,95,124],"precise":[2],"forecasting":[3,31,50,79,137],"model":[4,109,157,180],"for":[5,12,36,48,100,188,194],"power":[6,14],"usage":[7],"is":[8,98,158],"an":[9],"essential":[10],"requirement":[11],"modern":[13],"management":[15,39],"systems.":[16],"As":[17],"result,":[19],"researchers":[20],"are":[21,34,56,120,147,198],"focusing":[22],"their":[23],"efforts":[24],"on":[25,52],"proposing":[26],"effective":[27],"and":[28,40,70,81,94,139,167,186,192],"accurate":[29],"energy":[30,38,49,102],"techniques":[32],"which":[33,55,119,197],"crucial":[35],"future":[37,101],"planning":[41],"in":[42,75,85,116],"smart":[43,68],"grids.":[44],"The":[45,155,178],"prevailing":[46],"methods":[47,54],"rely":[51],"traditional":[53,176],"challenged":[57],"by":[58,123],"the":[59,202],"high":[60],"level":[61],"of":[62,77,184],"nonlinearity":[63],"among":[64],"input":[65],"data":[66],"from":[67],"sensors":[69],"output,":[71],"requiring":[72],"further":[73,152],"improvements":[74],"terms":[76],"robustness,":[78,136],"performance,":[80],"generalization":[82,140],"ability.":[83,141],"Therefore,":[84],"this":[86],"study,":[87],"novel":[89],"hybrid":[90,168],"approach":[91],"combining":[92],"CNN":[93,111],"dual":[96,125],"reservoir":[97,126],"developed":[99,160],"consumption":[103],"prediction.":[104],"Unlike":[105],"existing":[106],"methods,":[107,204],"our":[108],"leverages":[110],"to":[112,127,149,175],"extract":[113],"spatial":[114],"dependencies":[115],"historical":[117],"data,":[118,191,196],"then":[121],"processed":[122],"capture":[128],"complex":[129],"temporal":[130],"relationships.":[131],"This":[132],"unique":[133],"combination":[134],"enhances":[135],"accuracy,":[138],"Additionally,":[142],"Bayesian":[143],"Optimization":[144],"Methods":[145],"(BOM)":[146],"employed":[148],"fine-tune":[150],"hyperparameters,":[151],"improving":[153],"performance.":[154,208],"proposed":[156,179],"systematically":[159],"through":[161],"extensive":[162],"experimentation":[163],"with":[164],"both":[165],"standalone":[166],"models,":[169],"demonstrating":[170,205],"superior":[171,207],"predictive":[172],"capability":[173],"compared":[174],"approaches.":[177],"achieved":[181],"RMSE":[182],"values":[183],"0.0245":[185],"0.0332":[187],"hourly":[189],"building":[190],"0.0113":[193],"regional":[195],"significantly":[199],"lower":[200],"than":[201],"baseline":[203],"its":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
