{"id":"https://openalex.org/W2943408232","doi":"https://doi.org/10.1108/jedt-08-2018-0127","title":"A data envelopment analysis (DEA) model for building energy benchmarking","display_name":"A data envelopment analysis (DEA) model for building energy benchmarking","publication_year":2019,"publication_date":"2019-04-30","ids":{"openalex":"https://openalex.org/W2943408232","doi":"https://doi.org/10.1108/jedt-08-2018-0127","mag":"2943408232"},"language":"en","primary_location":{"id":"doi:10.1108/jedt-08-2018-0127","doi":"https://doi.org/10.1108/jedt-08-2018-0127","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jedt-08-2018-0127","pdf_url":null,"source":{"id":"https://openalex.org/S11934891","display_name":"Journal of Engineering Design and Technology","issn_l":"1726-0531","issn":["1726-0531","1758-8901"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","cwts-core","dhet","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering, Design and Technology","raw_type":"journal-article"},"volume":null,"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/A5087495976","display_name":"Baabak Ashuri","orcid":"https://orcid.org/0000-0002-4320-1035","observed_orcids":["https://orcid.org/0000-0002-4320-1035"]},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Baabak Ashuri","raw_affiliation_strings":["Economics of the Sustainable Built Environment (ESBE) Lab, Building Construction/Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Economics of the Sustainable Built Environment (ESBE) Lab, Building Construction/Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384824","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0002-8902-8899","observed_orcids":["https://orcid.org/0000-0002-8902-8899"]},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["Economics of the Sustainable Built Environment (ESBE) Lab,Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Economics of the Sustainable Built Environment (ESBE) Lab,Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071926892","display_name":"Mohsen Shahandashti","orcid":"https://orcid.org/0000-0002-2373-7596","observed_orcids":["https://orcid.org/0000-0002-2373-7596"]},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohsen Shahandashti","raw_affiliation_strings":["Department of Civil Engineering, University of Texas at Arlington, Arlington, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, University of Texas at Arlington, Arlington, Texas, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053509136","display_name":"Minsoo Baek","orcid":"https://orcid.org/0000-0002-2452-7670","observed_orcids":["https://orcid.org/0000-0002-2452-7670"]},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Minsoo Baek","raw_affiliation_strings":["Economics of the Sustainable Built Environment (ESBE) Lab, Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Economics of the Sustainable Built Environment (ESBE) Lab, Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0566,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.91389715,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":"4","first_page":"747","last_page":"768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9648000001907349,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9648000001907349,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.027400000020861626,"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/T13263","display_name":"Building energy efficiency and sustainability","score":0.0027000000700354576,"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/building-energy-benchmarking","display_name":"building energy benchmarking","score":1.0},{"id":"https://openalex.org/keywords/data-envelopment-analysis","display_name":"data envelopment analysis","score":0.9369999766349792},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.6710000038146973},{"id":"https://openalex.org/keywords/multifamily-housing","display_name":"multi-family housing","score":0.8600000143051147},{"id":"https://openalex.org/keywords/outlier-detection","display_name":"outlier detection","score":0.7789999842643738},{"id":"https://openalex.org/keywords/pure-technical-efficiency","display_name":"pure technical efficiency","score":0.7609999775886536},{"id":"https://openalex.org/keywords/scale-efficiency","display_name":"scale efficiency","score":0.9909999966621399},{"id":"https://openalex.org/keywords/energy-performance-certification","display_name":"energy certification","score":0.5509999990463257},{"id":"https://openalex.org/keywords/facility-management","display_name":"facility management","score":0.6100000143051147}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.9666733741760254},{"id":"https://openalex.org/C22088475","wikidata":"https://www.wikidata.org/wiki/Q647974","display_name":"Data envelopment analysis","level":2,"score":0.8055200576782227},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6865650415420532},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.61177659034729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5465162396430969},{"id":"https://openalex.org/C132853815","wikidata":"https://www.wikidata.org/wiki/Q1341254","display_name":"Energy accounting","level":3,"score":0.54123455286026},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.5016462802886963},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.43219631910324097},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.394737184047699},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.36956748366355896},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3273272216320038},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3013753294944763},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1857503354549408},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1571190059185028},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15707066655158997},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1322353184223175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11048358678817749},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.07875314354896545},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/jedt-08-2018-0127","doi":"https://doi.org/10.1108/jedt-08-2018-0127","is_oa":false,"landing_page_url":"https://doi.org/10.1108/jedt-08-2018-0127","pdf_url":null,"source":{"id":"https://openalex.org/S11934891","display_name":"Journal of Engineering Design and Technology","issn_l":"1726-0531","issn":["1726-0531","1758-8901"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","cwts-core","dhet","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Engineering, Design and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"},{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W586142541","https://openalex.org/W1507098372","https://openalex.org/W1589963777","https://openalex.org/W1962020507","https://openalex.org/W1963886363","https://openalex.org/W1970805890","https://openalex.org/W1972859429","https://openalex.org/W1975135544","https://openalex.org/W1978239142","https://openalex.org/W1992120390","https://openalex.org/W1993761604","https://openalex.org/W1994519879","https://openalex.org/W1995259442","https://openalex.org/W1998913785","https://openalex.org/W2009208179","https://openalex.org/W2010122323","https://openalex.org/W2010221857","https://openalex.org/W2013486252","https://openalex.org/W2025258152","https://openalex.org/W2026286079","https://openalex.org/W2027887864","https://openalex.org/W2033065921","https://openalex.org/W2033592659","https://openalex.org/W2047738453","https://openalex.org/W2052767882","https://openalex.org/W2055728057","https://openalex.org/W2056685556","https://openalex.org/W2057936307","https://openalex.org/W2065426069","https://openalex.org/W2067393761","https://openalex.org/W2070421675","https://openalex.org/W2072462334","https://openalex.org/W2074579736","https://openalex.org/W2076452041","https://openalex.org/W2085510419","https://openalex.org/W2091128610","https://openalex.org/W2093913474","https://openalex.org/W2101283069","https://openalex.org/W2103992407","https://openalex.org/W2127834332","https://openalex.org/W2130897087","https://openalex.org/W2134185824","https://openalex.org/W2135078545","https://openalex.org/W2135161171","https://openalex.org/W2142566875","https://openalex.org/W2148185448","https://openalex.org/W2152169257","https://openalex.org/W2157617876","https://openalex.org/W2158603667","https://openalex.org/W2160153011","https://openalex.org/W2163121678","https://openalex.org/W2168730605","https://openalex.org/W2169184634","https://openalex.org/W2172240815","https://openalex.org/W2179518166","https://openalex.org/W2185683477","https://openalex.org/W2239027194","https://openalex.org/W2765676214","https://openalex.org/W2799989333","https://openalex.org/W2801826833","https://openalex.org/W2895889688","https://openalex.org/W3122859038","https://openalex.org/W3212907869","https://openalex.org/W4300395170"],"related_works":["https://openalex.org/W2160153011","https://openalex.org/W2738121581","https://openalex.org/W2115019176","https://openalex.org/W2612696210","https://openalex.org/W2347457017","https://openalex.org/W2994947794","https://openalex.org/W2179518166","https://openalex.org/W3213604084","https://openalex.org/W2337164959","https://openalex.org/W2970439801"],"abstract_inverted_index":{"Purpose":[0],"Building":[1,189,225],"energy":[2,9,13,17,25,31,60,178,192,222,226,264,334,362],"benchmarking":[3,151,223,227,265,335],"is":[4,85,122,165,182,228],"required":[5],"for":[6,36,58,133,337],"adopting":[7],"an":[8],"certification":[10],"scheme,":[11],"promoting":[12],"efficiency":[14,131,285],"and":[15,33,71,107,148,157,177,191,279,311,315,340,353],"reducing":[16],"consumption.":[18],"It":[19],"demonstrates":[20],"the":[21,27,34,53,65,68,80,88,94,116,130,134,137,185,203,208,219,243,258,275,284,288,295,301,319,326,348],"current":[22],"level":[23],"of":[24,29,55,67,97,136,194,245,260,277,287,328,350],"consumption,":[26],"value":[28],"potential":[30],"improvement":[32],"prospects":[35],"additional":[37],"savings.":[38],"This":[39,322],"paper":[40],"aims":[41],"to":[42,78,124,127,168,257,273,298,300,325,345,360],"create":[43],"a":[44,169,174,232,238,268,332],"new":[45,117,120,220,269,333],"data":[46,170,209,214],"envelopment":[47],"analysis":[48],"(DEA)":[49],"model":[50],"that":[51,87,181,304,343],"overcomes":[52],"limitations":[54],"existing":[56,305],"models":[57],"building":[59,152,240,263,341],"benchmarking.":[61],"Design/methodology/approach":[62],"Data":[63],"preparation:":[64],"findings":[66],"literature":[69],"search":[70],"subject":[72],"matter":[73],"experts\u2019":[74],"inputs":[75],"are":[76,113,146,205,216],"used":[77,123],"construct":[79],"DEA":[81,98,100,104,163,221,296,306,320],"model.":[82],"Particularly,":[83],"it":[84],"ensured":[86],"included":[89],"variables":[90,293,317],"would":[91],"not":[92,309],"violate":[93],"fundamental":[95],"assumption":[96,303],"modeling,":[99],"convexity":[101,302],"axiom.":[102],"New":[103],"formulation:":[105],"controllable":[106,314],"non-controllable":[108,316],"variables,":[109],"e.g.":[110],"weather":[111],"conditions,":[112],"differentiated":[114],"in":[115,150,184,198,202,207,212,231,262,294,318],"formulation.":[118,224,321],"A":[119],"approach":[121,164],"identify":[125,354],"outliers":[126],"avoid":[128],"skewing":[129,283],"scores":[132,286],"rest":[135],"buildings":[138,281],"under":[139],"consideration.":[140],"Efficiency":[141],"analysis:":[142],"three":[143],"distinct":[144],"efficiencies":[145],"computed":[147],"analyzed":[149],"energy:":[153],"overall,":[154],"pure":[155],"technical,":[156],"scale":[158],"efficiency.":[159,363],"Findings":[160],"The":[161,253],"proposed":[162,254],"successfully":[166],"applied":[167],"set":[171,215],"provided":[172],"by":[173],"utility":[175],"management":[176],"services":[179],"company":[180],"active":[183],"multifamily":[186,196],"housing":[187],"industry.":[188],"characteristics":[190],"consumption":[193],"124":[195],"properties":[197,352,356],"15":[199],"different":[200],"states":[201],"USA":[204],"found":[206],"set.":[210],"Buildings":[211],"this":[213],"benchmarked":[217],"using":[218],"also":[229],"conducted":[230],"time":[233],"series":[234],"manner":[235],"showing":[236],"how":[237],"particular":[239],"performs":[241],"across":[242],"period":[244],"12":[246],"months":[247],"compared":[248],"with":[249],"its":[250],"peers.":[251],"Originality/value":[252],"research":[255,323],"contributes":[256,324],"body":[259],"knowledge":[261],"through":[266,330],"developing":[267],"outlier":[270],"detection":[271],"method":[272],"mitigate":[274],"impact":[276],"super-efficient":[278],"super-inefficient":[280],"on":[282],"other":[289],"buildings;":[290],"avoiding":[291],"ratio":[292],"formulation":[297],"adhere":[299],"methods":[307],"do":[308],"follow;":[310],"distinguishing":[312],"between":[313],"state":[327],"practice":[329],"providing":[331],"tool":[336],"facility":[338],"managers":[339],"owners":[342],"strive":[344],"relatively":[346],"rank":[347],"energy-efficiency":[349],"their":[351],"low-performing":[355],"as":[357],"investment":[358],"targets":[359],"enhance":[361]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2019-05-09T00:00:00"}
