{"id":"https://openalex.org/W4391422961","doi":"https://doi.org/10.1109/ias54024.2023.10406953","title":"Multi-Dimensional Clustering-Based Innovative Machine Learning Algorithm for Short-Term Load Forecasting","display_name":"Multi-Dimensional Clustering-Based Innovative Machine Learning Algorithm for Short-Term Load Forecasting","publication_year":2023,"publication_date":"2023-10-29","ids":{"openalex":"https://openalex.org/W4391422961","doi":"https://doi.org/10.1109/ias54024.2023.10406953"},"language":"en","primary_location":{"id":"doi:10.1109/ias54024.2023.10406953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias54024.2023.10406953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Industry Applications Society Annual Meeting (IAS)","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/A5088908463","display_name":"Ahmad Mohamad Mezher","orcid":"https://orcid.org/0000-0003-3263-0122"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Ahmad Mohamad Mezher","raw_affiliation_strings":["University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073250432","display_name":"Zeinab Hojjatinia","orcid":"https://orcid.org/0009-0001-4793-6047"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zeinab Hojjatinia","raw_affiliation_strings":["University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093836570","display_name":"Julian Cardenas Barerra","orcid":null},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Julian Cardenas Barerra","raw_affiliation_strings":["University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113694883","display_name":"Julian Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Julian Meng","raw_affiliation_strings":["University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036789408","display_name":"Eduardo Castillo-Guerra","orcid":"https://orcid.org/0000-0002-9227-621X"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Eduardo Castillo Guerra","raw_affiliation_strings":["University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada"],"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Department of Electrical and Computer Engineering,Fredericton,Canada","institution_ids":["https://openalex.org/I106938459"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, Canada","institution_ids":["https://openalex.org/I106938459"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5088908463"],"corresponding_institution_ids":["https://openalex.org/I106938459"],"apc_list":null,"apc_paid":null,"fwci":0.6219,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67816508,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14392","display_name":"Geoscience and Mining Technology","score":0.8773000240325928,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T14392","display_name":"Geoscience and Mining Technology","score":0.8773000240325928,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12451","display_name":"Smart Grid and Power Systems","score":0.8343999981880188,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.8258000016212463,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.7682656049728394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.763749361038208},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7513567805290222},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4569838345050812},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45042407512664795},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40272125601768494},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3875739574432373}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7682656049728394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.763749361038208},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7513567805290222},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4569838345050812},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45042407512664795},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40272125601768494},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3875739574432373},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ias54024.2023.10406953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias54024.2023.10406953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Industry Applications Society Annual Meeting (IAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311204","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29"},{"id":"https://openalex.org/F4320319880","display_name":"Government of Canada","ror":"https://ror.org/010q4q527"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1634005169","https://openalex.org/W2032161710","https://openalex.org/W2109808436","https://openalex.org/W2146097858","https://openalex.org/W2150593711","https://openalex.org/W2313169588","https://openalex.org/W2507562171","https://openalex.org/W2562779125","https://openalex.org/W2617931713","https://openalex.org/W2750701862","https://openalex.org/W2754252319","https://openalex.org/W2887345448","https://openalex.org/W2895861596","https://openalex.org/W2964022491","https://openalex.org/W3006815594","https://openalex.org/W3011726937","https://openalex.org/W3024458572","https://openalex.org/W3087798270","https://openalex.org/W3100170320","https://openalex.org/W3112644111","https://openalex.org/W3157175359","https://openalex.org/W4254197176","https://openalex.org/W4298149058","https://openalex.org/W4313142523","https://openalex.org/W4313399166"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2544423928","https://openalex.org/W2804364458","https://openalex.org/W42295635","https://openalex.org/W2053286651","https://openalex.org/W1973996291","https://openalex.org/W4298130764","https://openalex.org/W2181743346","https://openalex.org/W2187401768"],"abstract_inverted_index":{"This":[0],"paper":[1,39],"presents":[2],"a":[3,20],"novel":[4],"machine":[5],"learning":[6],"algorithm":[7,32,96],"based":[8],"on":[9],"multi-dimensional":[10],"clustering":[11],"for":[12],"short-term":[13],"load":[14,69],"forecasting.":[15],"The":[16,34],"proposed":[17,95],"approach":[18],"employs":[19],"combination":[21],"of":[22,37,77,85,103],"Catboost":[23],"and":[24,61,81,88,118],"LSTM":[25],"techniques":[26],"using":[27],"the":[28,44,67,94],"recursive":[29],"least":[30],"square":[31,115],"(RLS).":[33],"primary":[35],"objective":[36],"this":[38],"is":[40],"to":[41,65],"clearly":[42],"identify":[43],"Electric":[45],"Peak":[46],"demand":[47],"as":[48,50,107],"well":[49],"their":[51],"occurring":[52],"times":[53],"so":[54],"that":[55,93],"energy":[56,86],"control":[57],"algorithms":[58],"can":[59,72],"optimize":[60],"set":[62],"appropriate":[63],"resources":[64],"reduce":[66],"peak":[68],"demand,":[70],"which":[71],"result":[73],"in":[74,101],"improved":[75],"efficiency":[76],"local":[78],"distribution":[79],"networks":[80],"reduced":[82],"environmental":[83],"impact":[84],"generation":[87],"distribution.":[89],"Simulation":[90],"experiments":[91],"demonstrate":[92],"outperforms":[97],"several":[98],"benchmark":[99],"methods":[100],"terms":[102],"key":[104],"metrics":[105],"such":[106],"mean":[108,114],"absolute":[109],"percentage":[110],"error":[111,116],"(MAPE),":[112],"root":[113],"(RMSE),":[117],"bias.":[119]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}