{"id":"https://openalex.org/W4413850623","doi":"https://doi.org/10.1142/s0218126625504717","title":"A Data-Driven Evaluation Method for Building Energy Efficiency Based on Multi-Kernel Support Vector Regression","display_name":"A Data-Driven Evaluation Method for Building Energy Efficiency Based on Multi-Kernel Support Vector Regression","publication_year":2025,"publication_date":"2025-08-30","ids":{"openalex":"https://openalex.org/W4413850623","doi":"https://doi.org/10.1142/s0218126625504717"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126625504717","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504717","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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/A5100909166","display_name":"Ling Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210138978","display_name":"Nanjing University of the Arts","ror":"https://ror.org/0457pxg28","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210138978"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Zhao","raw_affiliation_strings":["School Design, Nanjing University of the Arts, Nanjing 210013, Nanjing, P.\u00a0R.\u00a0China","School of Design and Innovation, Shenzhen Technology University, Shenzhen 518118, Guangdong, P.\u00a0R.\u00a0China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School Design, Nanjing University of the Arts, Nanjing 210013, Nanjing, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210138978"]},{"raw_affiliation_string":"School of Design and Innovation, Shenzhen Technology University, Shenzhen 518118, Guangdong, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210152380"]}]},{"author_position":"last","author":{"id":null,"display_name":"Baijun Li","orcid":"https://orcid.org/0009-0006-4475-5845"},"institutions":[{"id":"https://openalex.org/I4210089559","display_name":"Shenzhen Metro (China)","ror":"https://ror.org/008hpge95","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210089559"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baijun Li","raw_affiliation_strings":["Overseas Chinese Town Holdings Company (OCT), Realestate CO., LTD., Shenzhen 518000, Shenzhen, Guangdong, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0006-4475-5845","affiliations":[{"raw_affiliation_string":"Overseas Chinese Town Holdings Company (OCT), Realestate CO., LTD., Shenzhen 518000, Shenzhen, Guangdong, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210089559"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.216701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"07","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.545199990272522,"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"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.545199990272522,"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/support-vector-machine","display_name":"Support vector machine","score":0.7366317510604858},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5447278618812561},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.513060450553894},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5056092739105225},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49139681458473206},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.41188710927963257},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34547629952430725},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.326751708984375},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31158456206321716},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2611733675003052}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7366317510604858},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5447278618812561},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.513060450553894},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5056092739105225},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49139681458473206},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.41188710927963257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34547629952430725},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.326751708984375},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31158456206321716},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2611733675003052},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126625504717","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504717","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2612424216","https://openalex.org/W2937280260","https://openalex.org/W2940342632","https://openalex.org/W2940996875","https://openalex.org/W2994947794","https://openalex.org/W3010335229","https://openalex.org/W3014418864","https://openalex.org/W3041212172","https://openalex.org/W3118396091","https://openalex.org/W3148568426","https://openalex.org/W3190106441","https://openalex.org/W4200587177","https://openalex.org/W4211076903","https://openalex.org/W4213282054","https://openalex.org/W4214905010","https://openalex.org/W4294675956","https://openalex.org/W4296101932","https://openalex.org/W4296120530","https://openalex.org/W4296849331","https://openalex.org/W4307273412","https://openalex.org/W4324057888","https://openalex.org/W4376864198","https://openalex.org/W4383103838","https://openalex.org/W4384007379","https://openalex.org/W4393379589","https://openalex.org/W4396817382","https://openalex.org/W4399559870","https://openalex.org/W4400496074","https://openalex.org/W4400679637"],"related_works":["https://openalex.org/W2089892314","https://openalex.org/W1603091392","https://openalex.org/W4386075310","https://openalex.org/W2095626363","https://openalex.org/W2169565408","https://openalex.org/W2127229869","https://openalex.org/W3123056048","https://openalex.org/W2129978300","https://openalex.org/W2150638158","https://openalex.org/W2121506664"],"abstract_inverted_index":{"This":[0,144],"paper":[1],"explores":[2],"a":[3,33,149],"data-driven":[4,56],"evaluation":[5,26,113],"method":[6,151],"for":[7,152],"building":[8,41,67,121],"energy":[9,68,122],"efficiency":[10],"based":[11],"on":[12,72],"Multi-Kernel":[13],"Support":[14],"Vector":[15],"Regression":[16],"(MK-SVR).":[17],"In":[18],"response":[19],"to":[20,31,39,162],"the":[21,51,64,73,81,107,134,154],"limitations":[22],"of":[23,55,66,78,83,106,157],"traditional":[24],"energy-saving":[25,42,111,155],"methods,":[27,133],"this":[28],"study":[29,145],"aims":[30],"develop":[32],"more":[34],"accurate":[35],"and":[36,44,58,70,76,98,103,141,166],"efficient":[37],"model":[38,84,109,136],"support":[40,59],"design":[43],"management":[45],"decisions.":[46],"The":[47,101,125],"article":[48],"first":[49],"reviews":[50],"current":[52],"application":[53],"status":[54],"methods":[57],"vector":[60],"regression":[61],"(SVR)":[62],"in":[63,88,110],"field":[65],"efficiency,":[69],"elaborates":[71],"basic":[74],"principles":[75],"advantages":[77],"MK-SVR.":[79],"Subsequently,":[80],"process":[82],"construction":[85],"is":[86],"described":[87],"detail,":[89],"including":[90],"data":[91],"preprocessing,":[92],"feature":[93],"selection,":[94,97],"kernel":[95],"function":[96],"parameter":[99],"tuning.":[100],"accuracy":[102,140],"generalization":[104],"ability":[105],"MK-SVR":[108,135],"effect":[112,156],"are":[114],"verified":[115],"through":[116],"case":[117],"analysis":[118],"using":[119],"actual":[120],"consumption":[123],"datasets.":[124],"experimental":[126],"results":[127],"show":[128],"that":[129],"compared":[130],"with":[131],"existing":[132],"exhibits":[137],"higher":[138],"prediction":[139],"stronger":[142],"adaptability.":[143],"not":[146],"only":[147],"provides":[148],"new":[150],"evaluating":[153],"buildings":[158,165],"but":[159],"also":[160],"contributes":[161],"promoting":[163],"green":[164],"sustainable":[167],"development.":[168]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
