{"id":"https://openalex.org/W2917950237","doi":"https://doi.org/10.1109/access.2019.2901257","title":"Predicting the Energy Consumption of Residential Buildings for Regional Electricity Supply-Side and Demand-Side Management","display_name":"Predicting the Energy Consumption of Residential Buildings for Regional Electricity Supply-Side and Demand-Side Management","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2917950237","doi":"https://doi.org/10.1109/access.2019.2901257","mag":"2917950237"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2901257","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2901257","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08651280.pdf","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":null,"license_id":null,"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://ieeexplore.ieee.org/ielx7/6287639/8600701/08651280.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065226730","display_name":"Huiling Cai","orcid":"https://orcid.org/0000-0001-5784-1159"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiling Cai","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5784-1159","affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085447997","display_name":"Shoupeng Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shoupeng Shen","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010562219","display_name":"Qingcheng Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingcheng Lin","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400565","display_name":"Xuefeng Li","orcid":"https://orcid.org/0000-0003-2992-4680"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Li","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101852503","display_name":"Hui Xiao","orcid":"https://orcid.org/0000-0002-5765-3606"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Xiao","raw_affiliation_strings":["Department of Control Science and Engineering, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"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":7.5077,"has_fulltext":true,"cited_by_count":120,"citation_normalized_percentile":{"value":0.97825041,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"30386","last_page":"30397"},"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":0.9991999864578247,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9947999715805054,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.7008332014083862},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6447700262069702},{"id":"https://openalex.org/keywords/mains-electricity","display_name":"Mains electricity","score":0.5916197896003723},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5645449161529541},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5053640007972717},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.501624345779419},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.48309066891670227},{"id":"https://openalex.org/keywords/demand-side","display_name":"Demand side","score":0.479561984539032},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4657016396522522},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.42592862248420715},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.27005836367607117},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.21994605660438538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14549720287322998},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1298190951347351},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11638826131820679},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.07747593522071838}],"concepts":[{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.7008332014083862},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6447700262069702},{"id":"https://openalex.org/C184773241","wikidata":"https://www.wikidata.org/wiki/Q387400","display_name":"Mains electricity","level":3,"score":0.5916197896003723},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5645449161529541},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5053640007972717},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.501624345779419},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.48309066891670227},{"id":"https://openalex.org/C3020254827","wikidata":"https://www.wikidata.org/wiki/Q5255016","display_name":"Demand side","level":2,"score":0.479561984539032},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4657016396522522},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.42592862248420715},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.27005836367607117},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.21994605660438538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14549720287322998},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1298190951347351},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11638826131820679},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.07747593522071838},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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":2,"locations":[{"id":"doi:10.1109/access.2019.2901257","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2901257","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08651280.pdf","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:bc12a9176cec454381eb938963b4f1c1","is_oa":true,"landing_page_url":"https://doaj.org/article/bc12a9176cec454381eb938963b4f1c1","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 7, Pp 30386-30397 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2901257","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2901257","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08651280.pdf","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G3085313965","display_name":null,"funder_award_id":"22120170260","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7189688303","display_name":null,"funder_award_id":"22120180189","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2917950237.pdf","grobid_xml":"https://content.openalex.org/works/W2917950237.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W175814411","https://openalex.org/W625558319","https://openalex.org/W1881999183","https://openalex.org/W1963640815","https://openalex.org/W1967379861","https://openalex.org/W1979412670","https://openalex.org/W1982832202","https://openalex.org/W1991151501","https://openalex.org/W1997898472","https://openalex.org/W2000164913","https://openalex.org/W2013486252","https://openalex.org/W2031610968","https://openalex.org/W2051447517","https://openalex.org/W2054141820","https://openalex.org/W2064469609","https://openalex.org/W2068060907","https://openalex.org/W2069304223","https://openalex.org/W2070709061","https://openalex.org/W2079697937","https://openalex.org/W2091693228","https://openalex.org/W2113586398","https://openalex.org/W2116092561","https://openalex.org/W2119821739","https://openalex.org/W2144794679","https://openalex.org/W2148143831","https://openalex.org/W2153949457","https://openalex.org/W2154948243","https://openalex.org/W2169790708","https://openalex.org/W2190858297","https://openalex.org/W2252895077","https://openalex.org/W2271387579","https://openalex.org/W2294569346","https://openalex.org/W2303781951","https://openalex.org/W2543909292","https://openalex.org/W2551495058","https://openalex.org/W2614556125","https://openalex.org/W2625867474","https://openalex.org/W2735520148","https://openalex.org/W2754029504","https://openalex.org/W2761146210","https://openalex.org/W2790497435","https://openalex.org/W2804162875","https://openalex.org/W2911964244","https://openalex.org/W2963614871","https://openalex.org/W4239510810","https://openalex.org/W4285719527","https://openalex.org/W6641265155","https://openalex.org/W6681546401","https://openalex.org/W6688158884","https://openalex.org/W7019200580"],"related_works":["https://openalex.org/W2267082454","https://openalex.org/W1986012101","https://openalex.org/W2808272244","https://openalex.org/W2360968725","https://openalex.org/W4254154279","https://openalex.org/W1630921881","https://openalex.org/W1968767884","https://openalex.org/W2150802979","https://openalex.org/W2356819012","https://openalex.org/W4391423612"],"abstract_inverted_index":{"Energy":[0],"consumption":[1,34,154],"predictions":[2],"for":[3,187,198],"residential":[4,52,157,185],"buildings":[5,158],"play":[6],"an":[7,44,97,160],"important":[8],"role":[9],"in":[10,43,69,159,171,179,210],"the":[11,18,64,70,73,81,85,93,107,122,127,143,148,152,176,181,199,203,212],"energy":[12,23],"management":[13,191],"and":[14,20,26,62,84,113,124,132,189,193],"control":[15],"system,":[16],"as":[17,106],"supply":[19,188],"demand":[21,190],"of":[22,87,126,139,145,156,184,202],"experience":[24],"dynamic":[25,182],"seasonal":[27],"changes.":[28],"In":[29],"this":[30,172],"paper,":[31],"monthly":[32],"electricity":[33,65,88,153,186],"ratings":[35,155],"are":[36,58],"precisely":[37],"classified":[38],"based":[39],"on":[40,150],"open":[41],"data":[42,55],"entire":[45,161],"region,":[46],"which":[47,135,206],"includes":[48],"over":[49],"16":[50],"000":[51],"buildings.":[53],"First,":[54],"mining":[56],"techniques":[57],"used":[59],"to":[60,80],"discover":[61],"summarize":[63],"usage":[66,89],"patterns":[67],"hidden":[68],"data.":[71],"Second,":[72],"particle":[74],"swarm":[75],"optimization-K-means":[76],"algorithm":[77],"is":[78,90,111,116],"applied":[79],"clustering":[82],"analysis,":[83],"level":[86],"divided":[91],"by":[92],"cluster":[94],"centers.":[95],"Finally,":[96],"efficient":[98],"classification":[99],"model":[100,129],"using":[101],"a":[102,195],"support":[103],"vector":[104],"machine":[105],"basic":[108],"optimization":[109],"framework":[110],"proposed,":[112],"its":[114],"feasibility":[115],"verified.":[117],"The":[118,168],"results":[119],"illustrate":[120],"that":[121],"accuracy":[123],"F-measure":[125],"new":[128],"reach":[130],"96.8%":[131],"97.4%,":[133],"respectively,":[134],"vastly":[136],"exceed":[137],"those":[138],"conventional":[140],"methods.":[141],"To":[142],"best":[144],"our":[146],"knowledge,":[147],"research":[149],"predicting":[151],"region":[162],"has":[163],"not":[164],"been":[165],"publicly":[166],"released.":[167],"method":[169],"proposed":[170],"paper":[173],"would":[174],"assist":[175],"power":[177,204,214],"sector":[178],"grasping":[180],"behavior":[183],"strategies":[192],"provide":[194],"decision-making":[196],"reference":[197],"rational":[200],"allocation":[201],"supply,":[205],"will":[207],"be":[208],"valuable":[209],"improving":[211],"overall":[213],"grid":[215],"quality.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":9}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
