{"id":"https://openalex.org/W2942454712","doi":"https://doi.org/10.1145/3307772.3330155","title":"Appliance Event Detection - A Multivariate, Supervised Classification Approach","display_name":"Appliance Event Detection - A Multivariate, Supervised Classification Approach","publication_year":2019,"publication_date":"2019-06-13","ids":{"openalex":"https://openalex.org/W2942454712","doi":"https://doi.org/10.1145/3307772.3330155","mag":"2942454712"},"language":"en","primary_location":{"id":"doi:10.1145/3307772.3330155","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307772.3330155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth ACM International Conference on Future Energy Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1904.11580","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046920192","display_name":"Matthias Kahl","orcid":"https://orcid.org/0000-0002-6354-2646"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Matthias Kahl","raw_affiliation_strings":["Technische Universit\u00e4t M\u00fcnchen, Germany","Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053372661","display_name":"Thomas Kriechbaumer","orcid":"https://orcid.org/0000-0002-3917-1267"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Kriechbaumer","raw_affiliation_strings":["Technische Universit\u00e4t M\u00fcnchen, Germany","Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018930556","display_name":"Daniel Jorde","orcid":"https://orcid.org/0000-0003-2511-8817"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Jorde","raw_affiliation_strings":["Technische Universit\u00e4t M\u00fcnchen, Germany","Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041369394","display_name":"Anwar Ul Haq","orcid":"https://orcid.org/0000-0002-3335-4126"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anwar Ul Haq","raw_affiliation_strings":["Technische Universit\u00e4t M\u00fcnchen, Germany","Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072791865","display_name":"Hans\u2010Arno Jacobsen","orcid":"https://orcid.org/0000-0003-0813-0101"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans-Arno Jacobsen","raw_affiliation_strings":["Technische Universit\u00e4t M\u00fcnchen, Germany","Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, GERMANY#TAB#","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5046920192"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.0288651,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"373","last_page":"375"},"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":0.9901999831199646,"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":0.9884999990463257,"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/false-positive-paradox","display_name":"False positive paradox","score":0.7052419185638428},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6825708150863647},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.6268539428710938},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5758258700370789},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5380401611328125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5345175862312317},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.4806305766105652},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4729751646518707},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45848461985588074},{"id":"https://openalex.org/keywords/false-positives-and-false-negatives","display_name":"False positives and false negatives","score":0.4446392059326172},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4309818744659424},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41501161456108093}],"concepts":[{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.7052419185638428},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6825708150863647},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.6268539428710938},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5758258700370789},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5380401611328125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5345175862312317},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.4806305766105652},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4729751646518707},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45848461985588074},{"id":"https://openalex.org/C112789634","wikidata":"https://www.wikidata.org/wiki/Q18207010","display_name":"False positives and false negatives","level":3,"score":0.4446392059326172},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4309818744659424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41501161456108093},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3307772.3330155","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3307772.3330155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth ACM International Conference on Future Energy Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1904.11580","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1904.11580","pdf_url":"https://arxiv.org/pdf/1904.11580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2942454712","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/1904.11580","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1904.11580","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1904.11580","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1904.11580","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1904.11580","pdf_url":"https://arxiv.org/pdf/1904.11580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2942454712.pdf","grobid_xml":"https://content.openalex.org/works/W2942454712.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1544864210","https://openalex.org/W1848967735","https://openalex.org/W1990568127","https://openalex.org/W2007831174","https://openalex.org/W2011376369","https://openalex.org/W2025423356","https://openalex.org/W2043279449","https://openalex.org/W2075901867","https://openalex.org/W2078921071","https://openalex.org/W2080239392","https://openalex.org/W2093787309","https://openalex.org/W2097481773","https://openalex.org/W2101521385","https://openalex.org/W2117995571","https://openalex.org/W2123910460","https://openalex.org/W2153635508","https://openalex.org/W2162855079","https://openalex.org/W2171700247","https://openalex.org/W2291326641","https://openalex.org/W2345639291","https://openalex.org/W2547715551","https://openalex.org/W2557283755","https://openalex.org/W2559922179","https://openalex.org/W2666419487","https://openalex.org/W2738091946","https://openalex.org/W2798444339","https://openalex.org/W2798683017"],"related_works":["https://openalex.org/W2953012688","https://openalex.org/W2954752710","https://openalex.org/W2909569815","https://openalex.org/W2133914227","https://openalex.org/W2943141489","https://openalex.org/W3003914002","https://openalex.org/W3096478623","https://openalex.org/W3116380314","https://openalex.org/W2076758681","https://openalex.org/W2076733530","https://openalex.org/W2104104575","https://openalex.org/W3089139769","https://openalex.org/W2590135745","https://openalex.org/W3171293792","https://openalex.org/W3095970110","https://openalex.org/W2738336658","https://openalex.org/W3021740526","https://openalex.org/W3028608787","https://openalex.org/W1949173822","https://openalex.org/W3046384474"],"abstract_inverted_index":{"Appliance":[0],"event":[1,29,43,50,58,117],"detection":[2,30,118],"is":[3],"an":[4],"elementary":[5],"step":[6],"in":[7],"the":[8,72,78,84],"NILM":[9],"pipeline.":[10],"Unfortunately,":[11],"several":[12],"types":[13],"of":[14,80,100],"appliances":[15],"(e.g.,":[16],"switching":[17],"mode":[18],"power":[19],"supply":[20],"(SMPS)":[21],"or":[22],"multi-state)":[23],"are":[24],"known":[25],"to":[26,33,52,76,127],"challenge":[27],"state-of-the-art":[28],"systems":[31],"due":[32],"their":[34],"noisy":[35],"consumption":[36],"profiles.":[37],"By":[38],"stepping":[39],"away":[40],"from":[41,47,71],"distinct":[42],"definitions,":[44],"we":[45,120],"learn":[46],"a":[48,62,91,98,103,107,115],"consumer-configured":[49],"model":[51],"differentiate":[53],"between":[54],"relevant":[55],"and":[56],"irrelevant":[57],"transients.":[59],"We":[60],"introduce":[61],"boosting":[63],"oriented":[64],"adaptive":[65],"training,":[66],"that":[67,105],"uses":[68],"false":[69,81,92],"positives":[70,82],"initial":[73],"training":[74],"area":[75,86],"reduce":[77],"number":[79],"on":[83,102,110,124,131],"test":[85],"substantially.":[87],"The":[88],"results":[89],"show":[90],"positive":[93],"decrease":[94],"by":[95],"more":[96],"than":[97],"factor":[99],"eight":[101],"dataset":[104],"has":[106],"strong":[108],"focus":[109],"SMPS-driven":[111],"appliances.":[112],"To":[113],"obtain":[114],"stable":[116],"system,":[119],"applied":[121],"many":[122],"experiments":[123],"different":[125],"parameters":[126],"measure":[128],"its":[129],"performance":[130],"two":[132],"publicly":[133],"available":[134],"energy":[135],"datasets.":[136]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2022-07-24T00:00:00"}
