{"id":"https://openalex.org/W4288042877","doi":"https://doi.org/10.3233/jifs-212679","title":"Temporal convolution network based novel parallel disaggregation method for non-intrusive monitoring of the appliances\u2019 consumptions in residential buildings","display_name":"Temporal convolution network based novel parallel disaggregation method for non-intrusive monitoring of the appliances\u2019 consumptions in residential buildings","publication_year":2022,"publication_date":"2022-07-26","ids":{"openalex":"https://openalex.org/W4288042877","doi":"https://doi.org/10.3233/jifs-212679"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-212679","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-212679","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 &amp; 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/A5100333961","display_name":"Wenfeng Li","orcid":"https://orcid.org/0000-0001-9491-6543"},"institutions":[{"id":"https://openalex.org/I44445938","display_name":"Shandong Jianzhu University","ror":"https://ror.org/01gbfax37","country_code":"CN","type":"education","lineage":["https://openalex.org/I44445938"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfeng Li","raw_affiliation_strings":["Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China","institution_ids":["https://openalex.org/I44445938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077459262","display_name":"Xiaoping Deng","orcid":"https://orcid.org/0000-0003-2233-2113"},"institutions":[{"id":"https://openalex.org/I44445938","display_name":"Shandong Jianzhu University","ror":"https://ror.org/01gbfax37","country_code":"CN","type":"education","lineage":["https://openalex.org/I44445938"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoping Deng","raw_affiliation_strings":["Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China","institution_ids":["https://openalex.org/I44445938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387947","display_name":"Ruiqi Wang","orcid":"https://orcid.org/0009-0001-0431-829X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruiqi Wang","raw_affiliation_strings":["State Grid Shandong Integrated Energy Services Co., Ltd., Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Integrated Energy Services Co., Ltd., Jinan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037012182","display_name":"Songping Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I44445938","display_name":"Shandong Jianzhu University","ror":"https://ror.org/01gbfax37","country_code":"CN","type":"education","lineage":["https://openalex.org/I44445938"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songping Meng","raw_affiliation_strings":["Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Key Laboratory of Intelligent Buildings Technology, School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China","institution_ids":["https://openalex.org/I44445938"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5077459262"],"corresponding_institution_ids":["https://openalex.org/I44445938"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06064406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":"6","first_page":"7135","last_page":"7151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9998000264167786,"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":0.9998000264167786,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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":0.9951000213623047,"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/subnet","display_name":"Subnet","score":0.9446579217910767},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7945704460144043},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6508483290672302},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5865762829780579},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5503734946250916},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5501821041107178},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5127211809158325},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4255180358886719},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4238974452018738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34071052074432373},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1985165774822235},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.15975815057754517},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09790146350860596},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07321879267692566}],"concepts":[{"id":"https://openalex.org/C21099817","wikidata":"https://www.wikidata.org/wiki/Q7631721","display_name":"Subnet","level":2,"score":0.9446579217910767},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7945704460144043},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6508483290672302},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5865762829780579},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5503734946250916},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5501821041107178},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5127211809158325},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4255180358886719},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4238974452018738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34071052074432373},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1985165774822235},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.15975815057754517},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09790146350860596},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07321879267692566},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-212679","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-212679","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 &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9200000166893005}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1996944908","https://openalex.org/W2043279449","https://openalex.org/W2064925916","https://openalex.org/W2123910460","https://openalex.org/W2172040238","https://openalex.org/W2284050935","https://openalex.org/W2554032856","https://openalex.org/W2566212894","https://openalex.org/W2749218967","https://openalex.org/W2755492127","https://openalex.org/W2807873652","https://openalex.org/W2808611867","https://openalex.org/W2949252504","https://openalex.org/W2963999359","https://openalex.org/W2980236791","https://openalex.org/W2995758361","https://openalex.org/W3005002293","https://openalex.org/W3008901316","https://openalex.org/W3043084043","https://openalex.org/W3102977103","https://openalex.org/W3116229939","https://openalex.org/W3131561238","https://openalex.org/W3167602225","https://openalex.org/W4244190327","https://openalex.org/W6695676441","https://openalex.org/W6751910338","https://openalex.org/W6788109101","https://openalex.org/W6795893749"],"related_works":["https://openalex.org/W2791559790","https://openalex.org/W2963870506","https://openalex.org/W2923059688","https://openalex.org/W3133043133","https://openalex.org/W2405058345","https://openalex.org/W2975719535","https://openalex.org/W3211367855","https://openalex.org/W3155211092","https://openalex.org/W2125254044","https://openalex.org/W2159159552"],"abstract_inverted_index":{"Energy":[0],"or":[1],"load":[2,10],"disaggregation,":[3],"as":[4,156],"one":[5],"essential":[6],"part":[7],"of":[8,22,43,53,95,135,146,149,216],"non-intrusive":[9],"monitoring":[11],"(NILM),":[12],"is":[13,64],"an":[14],"efficient":[15],"way":[16],"to":[17,34,68,157,211],"separate":[18],"the":[19,26,41,44,51,54,75,91,96,100,104,107,127,136,147,159,167,173,179,194,202,208,213,217,235,243],"consumption":[20,28,38,93],"information":[21],"target":[23,45,97,218],"appliances":[24,46,98],"from":[25],"whole":[27],"data,":[29],"and":[30,59,116,124,131,169,223],"can":[31,122,142],"accordingly":[32],"help":[33],"regulate":[35],"people\u2019s":[36],"energy":[37,76,92],"behaviors.":[39],"However,":[40],"consumptions":[42],"are":[47,225],"usually":[48],"affected":[49],"by":[50],"variance":[52],"opening":[55],"time,":[56],"working":[57],"condition":[58],"user":[60],"interference,":[61],"so":[62,155],"it":[63],"a":[65,82,112,117,189],"difficult":[66],"task":[67],"realize":[69],"precise":[70],"disaggregation.":[71],"To":[72,164],"further":[73],"improve":[74],"disaggregation":[77,85,94,109,114,119,175,204,238],"accuracy,":[78],"this":[79],"paper":[80],"proposes":[81],"new":[83],"parallel":[84,108,140,237],"strategy":[86],"with":[87,227],"two":[88,228],"subnets":[89],"for":[90],"in":[99,152,172,201],"residential":[101],"buildings.":[102],"In":[103],"proposed":[105,236],"strategy,":[106],"network":[110,115,185],"contains":[111],"long-term":[113,128,168,174],"short-term":[118,132,170,203,214],"network,":[120],"which":[121,187],"automatically":[123],"respectively":[125],"learn":[126,212],"trend":[129],"features":[130,161],"dynamic":[133],"characteristics":[134,215],"electrical":[137],"appliances.":[138,219],"This":[139],"structure":[141],"make":[143],"full":[144],"use":[145],"advantages":[148],"different":[150],"methods":[151,245],"feature":[153],"extraction,":[154],"model":[158],"appliance":[160],"more":[162],"comprehensively.":[163],"better":[165,241],"extract":[166],"features,":[171],"subnet,":[176,205],"we":[177,206],"propose":[178],"double":[180],"branch":[181],"bi-directional":[182],"temporal":[183,196],"convolution":[184,197,209],"(DBB-TCN)":[186],"has":[188],"wider":[190],"receptive":[191],"field":[192],"than":[193,242],"traditional":[195],"networks":[198],"(TCN),":[199],"while":[200],"adopt":[207],"auto-encoder":[210],"Finally,":[220],"detailed":[221],"experiments":[222],"comparisons":[224],"made":[226],"real-world":[229],"datasets.":[230],"Experimental":[231],"results":[232],"verified":[233],"that":[234],"method":[239],"performs":[240],"existing":[244],"under":[246],"various":[247],"evaluation":[248],"criteria.":[249]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
