{"id":"https://openalex.org/W2994878836","doi":"https://doi.org/10.1109/tsg.2019.2959770","title":"Data-Driven Load Modeling and Forecasting of Residential Appliances","display_name":"Data-Driven Load Modeling and Forecasting of Residential Appliances","publication_year":2019,"publication_date":"2019-12-17","ids":{"openalex":"https://openalex.org/W2994878836","doi":"https://doi.org/10.1109/tsg.2019.2959770","mag":"2994878836"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2019.2959770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2019.2959770","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Smart Grid","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/servlets/purl/1799059","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049113874","display_name":"Yuting Ji","orcid":"https://orcid.org/0000-0001-8601-2376"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yuting Ji","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Stanford University, Stanford, USA"],"raw_orcid":"https://orcid.org/0000-0001-8601-2376","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Stanford University, Stanford, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027731466","display_name":"Elizabeth Buechler","orcid":"https://orcid.org/0000-0002-2609-5269"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Buechler","raw_affiliation_strings":["Department of Mechanical Engineering, Stanford University, Stanford, USA"],"raw_orcid":"https://orcid.org/0000-0002-2609-5269","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Stanford University, Stanford, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028892842","display_name":"Ram Rajagopal","orcid":"https://orcid.org/0000-0002-4961-9539"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ram Rajagopal","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Stanford University, Stanford, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Stanford University, Stanford, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049113874"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":null,"apc_paid":null,"fwci":3.7534,"has_fulltext":true,"cited_by_count":63,"citation_normalized_percentile":{"value":0.93909609,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"11","issue":"3","first_page":"2652","last_page":"2661"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9986000061035156,"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":0.9962999820709229,"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/probabilistic-logic","display_name":"Probabilistic logic","score":0.6728671789169312},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6712496280670166},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6395509243011475},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5501488447189331},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4931451678276062},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4865959882736206},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.4824676811695099},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.48157477378845215},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.47950369119644165},{"id":"https://openalex.org/keywords/probabilistic-forecasting","display_name":"Probabilistic forecasting","score":0.4780172109603882},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.4737066924571991},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.47336241602897644},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4162364602088928},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.31461888551712036},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2428865134716034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19243484735488892},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08904898166656494}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6728671789169312},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6712496280670166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6395509243011475},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5501488447189331},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4931451678276062},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4865959882736206},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.4824676811695099},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.48157477378845215},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.47950369119644165},{"id":"https://openalex.org/C122282355","wikidata":"https://www.wikidata.org/wiki/Q7246855","display_name":"Probabilistic forecasting","level":3,"score":0.4780172109603882},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.4737066924571991},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.47336241602897644},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4162364602088928},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31461888551712036},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2428865134716034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19243484735488892},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08904898166656494},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsg.2019.2959770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2019.2959770","pdf_url":null,"source":{"id":"https://openalex.org/S59604973","display_name":"IEEE Transactions on Smart Grid","issn_l":"1949-3053","issn":["1949-3053","1949-3061"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Smart Grid","raw_type":"journal-article"},{"id":"pmh:oai:osti.gov:1799059","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1799059","pdf_url":"https://www.osti.gov/servlets/purl/1799059","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:osti.gov:1799059","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1799059","pdf_url":"https://www.osti.gov/servlets/purl/1799059","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.7300000190734863}],"awards":[{"id":"https://openalex.org/G4206351100","display_name":null,"funder_award_id":"ECCS-1554178","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5285082424","display_name":null,"funder_award_id":"1554178","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5333708726","display_name":null,"funder_award_id":"DE-EE00031003","funder_id":"https://openalex.org/F4320337712","funder_display_name":"Solar Energy Technologies Office"},{"id":"https://openalex.org/G6038653410","display_name":null,"funder_award_id":"DE-AR0000697","funder_id":"https://openalex.org/F4320332276","funder_display_name":"Advanced Research Projects Agency - Energy"},{"id":"https://openalex.org/G6391169795","display_name":null,"funder_award_id":"ECCS-1554178","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320308507","display_name":"Stanford University","ror":"https://ror.org/00f54p054"},{"id":"https://openalex.org/F4320332276","display_name":"Advanced Research Projects Agency - Energy","ror":"https://ror.org/03q1rgc19"},{"id":"https://openalex.org/F4320332815","display_name":"Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"},{"id":"https://openalex.org/F4320337392","display_name":"Division of Electrical, Communications and Cyber Systems","ror":"https://ror.org/01krpsy48"},{"id":"https://openalex.org/F4320337712","display_name":"Solar Energy Technologies Office","ror":"https://ror.org/033jmdj81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2994878836.pdf","grobid_xml":"https://content.openalex.org/works/W2994878836.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1963787339","https://openalex.org/W1965754725","https://openalex.org/W2012887004","https://openalex.org/W2013486252","https://openalex.org/W2028348615","https://openalex.org/W2030983323","https://openalex.org/W2071949631","https://openalex.org/W2076618452","https://openalex.org/W2108152153","https://openalex.org/W2123910460","https://openalex.org/W2125838338","https://openalex.org/W2255051834","https://openalex.org/W2330456757","https://openalex.org/W2339199299","https://openalex.org/W2554032856","https://openalex.org/W2585502432","https://openalex.org/W2604007484","https://openalex.org/W2610794370","https://openalex.org/W2615140205","https://openalex.org/W2748923504","https://openalex.org/W2781956327","https://openalex.org/W2785428335","https://openalex.org/W3141396188","https://openalex.org/W6704005926"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2364370872","https://openalex.org/W2097963413","https://openalex.org/W4319453324","https://openalex.org/W105846293","https://openalex.org/W2523449935","https://openalex.org/W2769176288","https://openalex.org/W2073891040","https://openalex.org/W1510133244","https://openalex.org/W2899532505"],"abstract_inverted_index":{"The":[0],"expansion":[1],"of":[2,11,34,80,85],"residential":[3,35],"demand":[4],"side":[5],"management":[6],"programs":[7],"and":[8,19],"increased":[9],"deployment":[10],"controllable":[12],"loads":[13],"require":[14],"accurate":[15],"appliance-level":[16,66],"load":[17,59,67,88],"modeling":[18],"forecasting.":[20],"This":[21],"paper":[22],"proposes":[23],"a":[24,62],"conditional":[25],"hidden":[26],"semi-Markov":[27],"model":[28,89],"to":[29],"describe":[30],"the":[31,83,86],"probabilistic":[32],"nature":[33],"appliance":[36],"demand.":[37],"Model":[38],"parameters":[39],"are":[40],"estimated":[41],"directly":[42],"from":[43,77],"power":[44,75],"consumption":[45],"data":[46],"using":[47,72],"scalable":[48],"statistical":[49],"learning":[50],"methods.":[51],"We":[52],"also":[53],"propose":[54],"an":[55],"algorithm":[56],"for":[57,65,90],"short-term":[58,91],"forecasting":[60],"as":[61],"key":[63],"application":[64],"models.":[68],"Case":[69],"studies":[70],"performed":[71],"granular":[73],"sub-metered":[74],"measurements":[76],"various":[78],"types":[79],"appliances":[81],"demonstrate":[82],"effectiveness":[84],"proposed":[87],"prediction.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
