{"id":"https://openalex.org/W3036821044","doi":"https://doi.org/10.3233/jifs-200462","title":"Inter-temporal characterization of aggregate residential demand based on Weibull distribution and generalized regression neural networks for scenario generations","display_name":"Inter-temporal characterization of aggregate residential demand based on Weibull distribution and generalized regression neural networks for scenario generations","publication_year":2020,"publication_date":"2020-06-19","ids":{"openalex":"https://openalex.org/W3036821044","doi":"https://doi.org/10.3233/jifs-200462","mag":"3036821044"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-200462","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-200462","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-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/A5061251731","display_name":"Muhammad Umar Afzaal","orcid":"https://orcid.org/0000-0001-9804-5773"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Umar Afzaal","raw_affiliation_strings":["Assistant Engineer Electrical, Operations and Maintenance Division, KOENERGY Korea for Gulpur Hydro Power Project, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistant Engineer Electrical, Operations and Maintenance Division, KOENERGY Korea for Gulpur Hydro Power Project, Pakistan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078940157","display_name":"Intisar Ali Sajjad","orcid":"https://orcid.org/0000-0002-8947-9729"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Intisar Ali Sajjad","raw_affiliation_strings":["Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-8947-9729","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017962114","display_name":"Muhammad Faisal Nadeem Khan","orcid":"https://orcid.org/0000-0002-1906-8924"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Faisal Nadeem Khan","raw_affiliation_strings":["Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052705749","display_name":"Shaikh Saaqib Haroon","orcid":"https://orcid.org/0000-0003-0824-5136"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Shaikh Saaqib Haroon","raw_affiliation_strings":["Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001561195","display_name":"Salman Amin","orcid":"https://orcid.org/0000-0001-8154-9836"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Salman Amin","raw_affiliation_strings":["Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Engineering and Technology Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073578061","display_name":"Rui Bo","orcid":"https://orcid.org/0000-0001-9108-1093"},"institutions":[{"id":"https://openalex.org/I20382870","display_name":"Missouri University of Science and Technology","ror":"https://ror.org/00scwqd12","country_code":"US","type":"education","lineage":["https://openalex.org/I20382870"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Bo","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla MO, USA","institution_ids":["https://openalex.org/I20382870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079290762","display_name":"Waqas ur Rehman","orcid":"https://orcid.org/0000-0001-9690-3375"},"institutions":[{"id":"https://openalex.org/I20382870","display_name":"Missouri University of Science and Technology","ror":"https://ror.org/00scwqd12","country_code":"US","type":"education","lineage":["https://openalex.org/I20382870"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Waqas ur Rehman","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Missouri University of Science and Technology, Rolla MO, USA","institution_ids":["https://openalex.org/I20382870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5078940157"],"corresponding_institution_ids":["https://openalex.org/I173207729"],"apc_list":null,"apc_paid":null,"fwci":0.5202,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.64716195,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"39","issue":"3","first_page":"4491","last_page":"4503"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9994000196456909,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9994000196456909,"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":0.9991999864578247,"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/T11954","display_name":"Energy Efficiency and Management","score":0.9934999942779541,"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/weibull-distribution","display_name":"Weibull distribution","score":0.8179743885993958},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7039307951927185},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.6729045510292053},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.553730845451355},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.47662532329559326},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4731641411781311},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.472768098115921},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4247778058052063},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3853455185890198},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3736441135406494},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18457424640655518},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1790654957294464},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1731884777545929},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.13746753334999084}],"concepts":[{"id":"https://openalex.org/C173291955","wikidata":"https://www.wikidata.org/wiki/Q732332","display_name":"Weibull distribution","level":2,"score":0.8179743885993958},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7039307951927185},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.6729045510292053},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.553730845451355},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.47662532329559326},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4731641411781311},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.472768098115921},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4247778058052063},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3853455185890198},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3736441135406494},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18457424640655518},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1790654957294464},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1731884777545929},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.13746753334999084},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-200462","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-200462","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1968640609","https://openalex.org/W1969971654","https://openalex.org/W1980671041","https://openalex.org/W1985365012","https://openalex.org/W1994050259","https://openalex.org/W1999087759","https://openalex.org/W2017977879","https://openalex.org/W2021199162","https://openalex.org/W2032170972","https://openalex.org/W2034592449","https://openalex.org/W2076581379","https://openalex.org/W2093683137","https://openalex.org/W2110366306","https://openalex.org/W2141840627","https://openalex.org/W2143836457","https://openalex.org/W2149723649","https://openalex.org/W2252895077","https://openalex.org/W2318227797","https://openalex.org/W2336474333","https://openalex.org/W2548560601","https://openalex.org/W2566122209","https://openalex.org/W2582980573","https://openalex.org/W2593505840","https://openalex.org/W2603417106","https://openalex.org/W2613436601","https://openalex.org/W2622844139","https://openalex.org/W2744982178","https://openalex.org/W2796375245","https://openalex.org/W3043654608"],"related_works":["https://openalex.org/W3083898685","https://openalex.org/W1973754976","https://openalex.org/W4220847856","https://openalex.org/W4220801072","https://openalex.org/W2374817159","https://openalex.org/W4226215114","https://openalex.org/W4220758860","https://openalex.org/W4220731674","https://openalex.org/W4220691425","https://openalex.org/W4225517098"],"abstract_inverted_index":{"The":[0,26,141],"characterization":[1,66],"of":[2,44,51,53,67,104,136,148],"electrical":[3,19,29,164],"demand":[4,30,69,73,105,116,165],"patterns":[5],"for":[6,15,64],"aggregated":[7],"customers":[8],"is":[9,36,97,111,124,151],"considered":[10],"as":[11,126],"an":[12,61,156],"important":[13],"aspect":[14],"system":[16],"operators":[17],"or":[18],"load":[20],"aggregators":[21],"to":[22,99,113,130,161],"analyze":[23],"their":[24],"behavior.":[25],"variation":[27],"in":[28,153],"among":[31],"two":[32],"consecutive":[33],"time":[34,50,78],"intervals":[35],"dependent":[37],"on":[38,87],"various":[39],"factors":[40],"such":[41],"as,":[42],"lifestyle":[43],"customers,":[45],"weather":[46],"conditions,":[47],"type":[48],"and":[49,55,76,134],"use":[52],"appliances":[54],"ambient":[56],"temperature.":[57],"This":[58],"paper":[59],"proposes":[60],"improved":[62],"methodology":[63],"probabilistic":[65,84,138],"aggregate":[68,115,163],"while":[70],"considering":[71],"different":[72],"aggregation":[74],"levels":[75],"averaging":[77],"step":[79],"durations.":[80],"At":[81],"first,":[82],"a":[83,127],"model":[85],"based":[86],"Weibull":[88],"distribution":[89],"combined":[90],"with":[91,155],"generalized":[92],"regression":[93],"neural":[94],"networks":[95],"(GRNN)":[96],"developed":[98],"extract":[100],"the":[101,132,146],"inter-temporal":[102],"behavior":[103],"variations":[106],"and,":[107],"then,":[108],"this":[109],"information":[110],"used":[112,125],"regenerate":[114],"patterns.":[117,166],"Average":[118],"Mean":[119],"Absolute":[120],"Percentage":[121],"Error":[122],"(AMAPE)":[123],"statistical":[128],"indicator":[129],"assess":[131],"accuracy":[133],"effectiveness":[135],"proposed":[137,149],"modeling":[139],"approach.":[140],"results":[142],"have":[143],"demonstrated":[144],"that":[145],"performance":[147],"approach":[150],"better":[152],"comparison":[154],"existing":[157],"Beta":[158],"distribution-based":[159],"method":[160],"characterize":[162]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}