{"id":"https://openalex.org/W4403535178","doi":"https://doi.org/10.1109/codit62066.2024.10708348","title":"Daily Electricity Consumption Forecasting: A Comparative Study of Neural Network and Radial Basis Function Models","display_name":"Daily Electricity Consumption Forecasting: A Comparative Study of Neural Network and Radial Basis Function Models","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4403535178","doi":"https://doi.org/10.1109/codit62066.2024.10708348"},"language":"en","primary_location":{"id":"doi:10.1109/codit62066.2024.10708348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04745876/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107477617","display_name":"Agresa Qosja","orcid":"https://orcid.org/0009-0001-3093-8038"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I68784830","display_name":"University of Tirana","ror":"https://ror.org/03g9v2404","country_code":"AL","type":"education","lineage":["https://openalex.org/I68784830"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["AL","FR"],"is_corresponding":false,"raw_author_name":"Agresa Qosja","raw_affiliation_strings":["Univ. Grenoble Alpes,CNRS, Grenoble INP-UGA, GIPSA-lab,Grenoble,France,38000","University of Tirana (Albania)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes,CNRS, Grenoble INP-UGA, GIPSA-lab,Grenoble,France,38000","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006"]},{"raw_affiliation_string":"University of Tirana (Albania)","institution_ids":["https://openalex.org/I68784830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031237329","display_name":"Didier Georges","orcid":"https://orcid.org/0000-0002-1350-7367"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210124956","display_name":"GIPSA-Lab","ror":"https://ror.org/02wrme198","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Didier Georges","raw_affiliation_strings":["Univ. Grenoble Alpes,CNRS, Grenoble INP-UGA, GIPSA-lab,Grenoble,France,38000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes,CNRS, Grenoble INP-UGA, GIPSA-lab,Grenoble,France,38000","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210124956","https://openalex.org/I899635006"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087805105","display_name":"Eralda Gjika","orcid":"https://orcid.org/0000-0003-2662-4316"},"institutions":[{"id":"https://openalex.org/I68784830","display_name":"University of Tirana","ror":"https://ror.org/03g9v2404","country_code":"AL","type":"education","lineage":["https://openalex.org/I68784830"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Eralda Gjika","raw_affiliation_strings":["University of Tirana,Department of Applied Mathematics,Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tirana,Department of Applied Mathematics,Albania","institution_ids":["https://openalex.org/I68784830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048333826","display_name":"Ligor Nikolla","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163566","display_name":"Universiteti Metropolitan Tirana","ror":"https://ror.org/05k2yek35","country_code":"AL","type":"education","lineage":["https://openalex.org/I4210163566"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Ligor Nikolla","raw_affiliation_strings":["Metropolitan Tirana University,Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Metropolitan Tirana University,Albania","institution_ids":["https://openalex.org/I4210163566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047719086","display_name":"Arben \u00c7ela","orcid":"https://orcid.org/0000-0001-5708-1743"},"institutions":[{"id":"https://openalex.org/I12187552","display_name":"UniLaSalle Amiens (ESIEE-Amiens)","ror":"https://ror.org/03r13py57","country_code":"FR","type":"education","lineage":["https://openalex.org/I12187552"]},{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Arben Cela","raw_affiliation_strings":["UGE-ESIEE,Paris,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UGE-ESIEE,Paris,France","institution_ids":["https://openalex.org/I12187552","https://openalex.org/I4210154111"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8542,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84380254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"9","issue":null,"first_page":"1963","last_page":"1968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9994999766349792,"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":0.9994999766349792,"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/T12368","display_name":"Grey System Theory Applications","score":0.9750000238418579,"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"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.954200029373169,"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/radial-basis-function","display_name":"Radial basis function","score":0.7435562610626221},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6867724657058716},{"id":"https://openalex.org/keywords/radial-basis-function-network","display_name":"Radial basis function network","score":0.6112534999847412},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.5445568561553955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5438232421875},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5273329019546509},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4969320595264435},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3947540521621704},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16630446910858154},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.06132128834724426}],"concepts":[{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.7435562610626221},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6867724657058716},{"id":"https://openalex.org/C132917294","wikidata":"https://www.wikidata.org/wiki/Q2679684","display_name":"Radial basis function network","level":4,"score":0.6112534999847412},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.5445568561553955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5438232421875},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5273329019546509},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4969320595264435},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3947540521621704},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16630446910858154},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.06132128834724426},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/codit62066.2024.10708348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04745876v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04745876","pdf_url":"https://hal.science/hal-04745876/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CoDIT 2024 - 10th International Conference on Control, Decision and Information Technologies, CoDIT 2024 is organized by University of Malta and three major IEEE societies (IEEE Control Systems Society, IEEE Systems, Man, and Cybernetics Society, and IEEE Robotics and Automation Society) together with the International Federation of Automatic Control (IFAC), Jul 2024, La Vallette, Malta. pp.1963-1968, &#x27E8;10.1109/CoDIT62066.2024.10708348&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04745876v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04745876","pdf_url":"https://hal.science/hal-04745876/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CoDIT 2024 - 10th International Conference on Control, Decision and Information Technologies, CoDIT 2024 is organized by University of Malta and three major IEEE societies (IEEE Control Systems Society, IEEE Systems, Man, and Cybernetics Society, and IEEE Robotics and Automation Society) together with the International Federation of Automatic Control (IFAC), Jul 2024, La Vallette, Malta. pp.1963-1968, &#x27E8;10.1109/CoDIT62066.2024.10708348&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403535178.pdf"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1589534817","https://openalex.org/W2010069097","https://openalex.org/W2046600187","https://openalex.org/W2065540158","https://openalex.org/W2098269688","https://openalex.org/W2110242546","https://openalex.org/W2562403923","https://openalex.org/W2907200379","https://openalex.org/W2951507346","https://openalex.org/W2995082892","https://openalex.org/W3008235510","https://openalex.org/W3100270150","https://openalex.org/W3211167621","https://openalex.org/W4283712285","https://openalex.org/W4292927743","https://openalex.org/W4322631283","https://openalex.org/W6771989599"],"related_works":["https://openalex.org/W2361441833","https://openalex.org/W4230534566","https://openalex.org/W1992876914","https://openalex.org/W2184586959","https://openalex.org/W2162304341","https://openalex.org/W162769146","https://openalex.org/W3200447293","https://openalex.org/W2105180757","https://openalex.org/W3136869357","https://openalex.org/W2393731464"],"abstract_inverted_index":{"Electricity":[0],"consumption":[1,46],"forecasting":[2,16,41,125],"stands":[3],"as":[4],"a":[5,30,56,63],"critical":[6],"research":[7],"domain":[8],"within":[9],"electrical":[10],"engineering,":[11],"with":[12],"myriad":[13],"of":[14,32,42,92,115],"traditional":[15],"models":[17],"and":[18,40,62,83,105],"artificial":[19],"intelligence":[20],"techniques":[21],"undergoing":[22],"rigorous":[23],"examination.":[24],"This":[25],"paper":[26],"is":[27,97],"devoted":[28],"to":[29,37],"comparison":[31],"three":[33],"Machine":[34],"Learning":[35],"approaches":[36],"surrogate":[38],"modelling":[39],"the":[43,90,112,116],"daily":[44],"electricity":[45,126],"in":[47,77,123],"Tirana,":[48],"Albania:":[49],"A":[50],"Radial":[51],"Basis":[52],"Function":[53],"(RBF)":[54],"approach,":[55,119],"feed":[57],"forward":[58],"Neural":[59,65],"Network":[60,66],"approach":[61],"Recurrent":[64],"approach.":[67],"Through":[68],"meticulous":[69],"experimentation":[70],"across":[71],"four":[72],"distinct":[73],"scenarios":[74],"encompassing":[75],"variations":[76],"training/testing":[78],"splits,":[79],"historical":[80],"data":[81],"utilization,":[82],"hyper":[84],"parameter":[85],"optimization,":[86],"we":[87],"thoroughly":[88],"evaluate":[89],"performance":[91,114],"each":[93],"model.":[94],"Comparative":[95],"analysis":[96],"conducted":[98],"based":[99],"on":[100],"model":[101],"fit,":[102],"computational":[103],"efficiency,":[104],"error":[106],"measurement":[107],"metrics.":[108],"Our":[109],"findings":[110],"highlight":[111],"remarkable":[113],"RBF":[117],"ARX":[118],"underscoring":[120],"its":[121],"effectiveness":[122],"accurately":[124],"consumption.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
