{"id":"https://openalex.org/W2889402862","doi":"https://doi.org/10.1109/ccece.2018.8447822","title":"Power Appliance Disaggregation Framework Via Hybrid Hidden Markov Model","display_name":"Power Appliance Disaggregation Framework Via Hybrid Hidden Markov Model","publication_year":2018,"publication_date":"2018-05-01","ids":{"openalex":"https://openalex.org/W2889402862","doi":"https://doi.org/10.1109/ccece.2018.8447822","mag":"2889402862"},"language":"en","primary_location":{"id":"doi:10.1109/ccece.2018.8447822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccece.2018.8447822","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Canadian Conference on Electrical &amp; Computer Engineering (CCECE)","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/A5070034467","display_name":"Samer El Kababji","orcid":"https://orcid.org/0000-0002-7642-2280"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Samer El Kababji","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, ON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, ON","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082398095","display_name":"Pirathayini Srikantha","orcid":null},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Pirathayini Srikantha","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, ON"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, ON","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I125749732"],"apc_list":null,"apc_paid":null,"fwci":0.1309,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.48931061,"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":null,"last_page":null},"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/T12238","display_name":"Green IT and Sustainability","score":0.979200005531311,"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/T12222","display_name":"IoT-based Smart Home Systems","score":0.9767000079154968,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.8079268336296082},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.768600583076477},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.6812419295310974},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6363334655761719},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.5402576327323914},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5283768177032471},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.4710001051425934},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4555444121360779},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.45107051730155945},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4164614975452423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3621017336845398},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.34808510541915894},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3415471315383911},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3212491273880005},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2907068729400635},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12197437882423401}],"concepts":[{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.8079268336296082},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.768600583076477},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6812419295310974},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6363334655761719},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.5402576327323914},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5283768177032471},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.4710001051425934},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4555444121360779},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.45107051730155945},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4164614975452423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3621017336845398},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.34808510541915894},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3415471315383911},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3212491273880005},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2907068729400635},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12197437882423401},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccece.2018.8447822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccece.2018.8447822","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Canadian Conference on Electrical &amp; Computer Engineering (CCECE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8600000143051147,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2038060438","https://openalex.org/W2081314233","https://openalex.org/W2140897333","https://openalex.org/W2142384583","https://openalex.org/W2170014209","https://openalex.org/W2241736287","https://openalex.org/W2255051834","https://openalex.org/W2323005549","https://openalex.org/W2344234701","https://openalex.org/W2404840071","https://openalex.org/W2465358378","https://openalex.org/W2990168612","https://openalex.org/W3145506661","https://openalex.org/W6690463987"],"related_works":["https://openalex.org/W1510894296","https://openalex.org/W2134386692","https://openalex.org/W2194396582","https://openalex.org/W2082284720","https://openalex.org/W2116722627","https://openalex.org/W2537260108","https://openalex.org/W2379938888","https://openalex.org/W4233405330","https://openalex.org/W2792905593","https://openalex.org/W1977445474"],"abstract_inverted_index":{"The":[0],"recent":[1],"proliferation":[2],"of":[3,6,18,48,119,136,146],"the":[4,68,102,129],"Internet":[5],"Things":[7],"(IoT)":[8],"has":[9],"provided":[10],"consumers":[11,36,74],"unprecedented":[12],"connectivity":[13],"and":[14,24,88,107,114,142],"access":[15],"to":[16,37,78,144],"many":[17,31],"their":[19,40,52],"devices":[20],"via":[21],"mobile":[22],"applications":[23],"smart":[25],"home":[26],"energy":[27,41,89,147],"management":[28],"systems.":[29],"Although":[30],"platforms":[32],"are":[33],"available":[34],"for":[35,112,133],"remotely":[38],"fine-tune":[39],"consumption":[42,54,81,117],"patterns,":[43],"awareness":[44],"is":[45,59],"still":[46],"lacking":[47],"specific":[49,62],"details":[50],"about":[51],"past":[53,69],"trends.":[55],"When":[56],"contextual":[57],"data":[58,118],"presented":[60],"regarding":[61],"appliances":[63,137],"that":[64,83,138],"were":[65],"active":[66],"in":[67,85,122],"along":[70],"with":[71],"associated":[72],"costs,":[73],"will":[75],"be":[76],"incentivized":[77],"make":[79],"power":[80,116,141],"decisions":[82],"result":[84],"increased":[86],"cost-savings":[87],"conservation.":[90],"In":[91],"this":[92],"paper,":[93],"we":[94],"propose":[95],"a":[96,123],"hybrid":[97],"classification":[98],"system":[99],"based":[100],"on":[101],"Hidden":[103],"Markov":[104],"Model":[105],"(HMM)":[106],"k-Nearest":[108],"Neighbours":[109],"(KNN)":[110],"algorithms":[111],"classifying":[113],"disaggregating":[115],"individual":[120],"households":[121],"non-intrusive":[124],"manner.":[125],"We":[126],"also":[127],"apply":[128],"Pareto's":[130],"80/20":[131],"Principle":[132],"accurate":[134],"identification":[135],"draw":[139],"significant":[140],"contribute":[143],"majority":[145],"costs.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
