{"id":"https://openalex.org/W1985328975","doi":"https://doi.org/10.1145/2528282.2528291","title":"Exploiting Generalized Additive Models for Diagnosing Abnormal Energy Use in Buildings","display_name":"Exploiting Generalized Additive Models for Diagnosing Abnormal Energy Use in Buildings","publication_year":2013,"publication_date":"2013-10-29","ids":{"openalex":"https://openalex.org/W1985328975","doi":"https://doi.org/10.1145/2528282.2528291","mag":"1985328975"},"language":"en","primary_location":{"id":"doi:10.1145/2528282.2528291","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2528282.2528291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings","raw_type":"proceedings-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/A5068119108","display_name":"Joern Ploennigs","orcid":"https://orcid.org/0000-0002-6320-8891"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joern Ploennigs","raw_affiliation_strings":["Smarter Cities Technology Center, IBM Research","Smarter Cities Technology Center, IBM Research#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research","institution_ids":[]},{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research#TAB#","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100760118","display_name":"Bei Chen","orcid":"https://orcid.org/0000-0003-4428-6250"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bei Chen","raw_affiliation_strings":["Smarter Cities Technology Center, IBM Research","Smarter Cities Technology Center, IBM Research#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research","institution_ids":[]},{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research#TAB#","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069005357","display_name":"Anika Schumann","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anika Schumann","raw_affiliation_strings":["Smarter Cities Technology Center, IBM Research","Smarter Cities Technology Center, IBM Research#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research","institution_ids":[]},{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research#TAB#","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112374526","display_name":"Niall Brady","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Niall Brady","raw_affiliation_strings":["Smarter Cities Technology Center, IBM Research","Smarter Cities Technology Center, IBM Research#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research","institution_ids":[]},{"raw_affiliation_string":"Smarter Cities Technology Center, IBM Research#TAB#","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7575,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.93894823,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9983999729156494,"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":0.9983999729156494,"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/T11988","display_name":"Sustainable Building Design and Assessment","score":0.9940000176429749,"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/T12256","display_name":"Facilities and Workplace Management","score":0.9480000138282776,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6889057755470276},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.68135666847229},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.6246164441108704},{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.5234131813049316},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3474287986755371},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3425528407096863},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1860482394695282},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10012072324752808},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07587537169456482}],"concepts":[{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6889057755470276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.68135666847229},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.6246164441108704},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.5234131813049316},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3474287986755371},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3425528407096863},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1860482394695282},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10012072324752808},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07587537169456482},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2528282.2528291","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2528282.2528291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1556631438","https://openalex.org/W1771907944","https://openalex.org/W1878972849","https://openalex.org/W1971278352","https://openalex.org/W1984998090","https://openalex.org/W2011085541","https://openalex.org/W2041328459","https://openalex.org/W2078549308","https://openalex.org/W2089662726","https://openalex.org/W2094502600","https://openalex.org/W2114534220","https://openalex.org/W2117995571","https://openalex.org/W2130859329","https://openalex.org/W2136827748","https://openalex.org/W2156302255","https://openalex.org/W2165444651","https://openalex.org/W2169790708","https://openalex.org/W2189483304","https://openalex.org/W2797583072","https://openalex.org/W3014310718","https://openalex.org/W4249303080","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Buildings":[0],"consume":[1],"40%":[2],"of":[3,55,77,105,175,190,197],"the":[4,15,31,52,67,81,93,102,118,122,130,134,155,176,182,188,195],"energy":[5,17,63,89,103,119,135,167],"in":[6,14],"industrialized":[7],"countries.":[8],"Thus":[9],"detecting":[10],"and":[11,91,98,125,173,193],"diagnosing":[12],"anomalies":[13],"building's":[16,53],"use":[18,104,120],"is":[19,64],"an":[20,45,113],"important":[21],"problem.":[22],"The":[23],"existing":[24,138],"approaches":[25,140],"either":[26],"retrieve":[27],"limited":[28],"information":[29,59],"about":[30],"anomaly":[32],"causes,":[33],"or":[34],"are":[35],"difficult":[36],"to":[37,39,83,95],"adapt":[38],"different":[40,68,123,191],"buildings.":[41],"This":[42],"paper":[43],"presents":[44],"easily":[46],"adaptable":[47],"diagnosis":[48,74,110],"approach":[49,114,153],"that":[50,115,126,132,181],"exploits":[51],"hierarchy":[54],"submeters,":[56],"i.":[57],"e.":[58],"on":[60],"how":[61],"much":[62],"used":[65],"by":[66],"building":[69,85,106,139,166],"equipments.":[70,107],"It":[71],"computes":[72],"novel":[73,152],"results":[75,111],"consisting":[76],"two":[78],"parts:":[79],"(i)":[80],"extent":[82,94],"which":[84,96,160],"equipments":[86],"cause":[87],"abnormal":[88],"use,":[90,168],"(ii)":[92],"internal":[97],"external":[99],"factors":[100,131,192],"determine":[101,129],"Computing":[108],"such":[109,169],"requires":[112],"can":[116,127,185],"predict":[117],"for":[121],"submeters":[124],"also":[128],"influence":[133],"use.":[136],"However,":[137],"do":[141],"not":[142],"meet":[143],"these":[144],"requirements.":[145],"As":[146],"a":[147,151],"remedy,":[148],"we":[149],"propose":[150],"using":[154],"generalized":[156],"additive":[157],"model":[158,187],"(GAM),":[159],"incorporates":[161],"various":[162],"exogenous":[163],"variables":[164],"affecting":[165],"as":[170],"weather":[171],"conditions":[172],"time":[174],"day.":[177],"Our":[178],"experiments":[179],"demonstrate":[180],"proposed":[183],"method":[184],"efficiently":[186],"impact":[189],"diagnose":[194],"causes":[196],"anomalies.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
