{"id":"https://openalex.org/W2964074193","doi":"https://doi.org/10.1109/cdc.2016.7799295","title":"Residential demand response targeting using machine learning with observational data","display_name":"Residential demand response targeting using machine learning with observational data","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2964074193","doi":"https://doi.org/10.1109/cdc.2016.7799295","mag":"2964074193"},"language":"en","primary_location":{"id":"doi:10.1109/cdc.2016.7799295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2016.7799295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 55th Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5036409951","display_name":"Datong P. Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Datong Zhou","raw_affiliation_strings":["Department of Mechanical Engineering, University of California, Berkeley, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of California, Berkeley, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055451857","display_name":"Maximilian Balandat","orcid":"https://orcid.org/0000-0002-8214-8935"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maximilian Balandat","raw_affiliation_strings":["Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045155646","display_name":"Claire J. Tomlin","orcid":"https://orcid.org/0000-0003-3192-3185"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Claire Tomlin","raw_affiliation_strings":["Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":7.2653,"has_fulltext":false,"cited_by_count":47,"citation_normalized_percentile":{"value":0.98540928,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"6663","last_page":"6668"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9998999834060669,"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":0.9998999834060669,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9970999956130981,"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/T11954","display_name":"Energy Efficiency and Management","score":0.9955000281333923,"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/demand-response","display_name":"Demand response","score":0.9516521692276001},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.6243801116943359},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.6131030917167664},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6077356934547424},{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.6049962043762207},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5910722017288208},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.5832144618034363},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5776989459991455},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.5388287305831909},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.5089817047119141},{"id":"https://openalex.org/keywords/load-management","display_name":"Load management","score":0.5035671591758728},{"id":"https://openalex.org/keywords/response-time","display_name":"Response time","score":0.47363463044166565},{"id":"https://openalex.org/keywords/demand-patterns","display_name":"Demand patterns","score":0.43675294518470764},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.41159072518348694},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2864896059036255},{"id":"https://openalex.org/keywords/demand-management","display_name":"Demand management","score":0.28643038868904114},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.21640604734420776},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.17419520020484924},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1644531786441803},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.15459612011909485}],"concepts":[{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.9516521692276001},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.6243801116943359},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6131030917167664},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6077356934547424},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.6049962043762207},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5910722017288208},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.5832144618034363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776989459991455},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.5388287305831909},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.5089817047119141},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.5035671591758728},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.47363463044166565},{"id":"https://openalex.org/C32597650","wikidata":"https://www.wikidata.org/wiki/Q5255044","display_name":"Demand patterns","level":3,"score":0.43675294518470764},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.41159072518348694},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2864896059036255},{"id":"https://openalex.org/C179366874","wikidata":"https://www.wikidata.org/wiki/Q1185130","display_name":"Demand management","level":2,"score":0.28643038868904114},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.21640604734420776},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.17419520020484924},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1644531786441803},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.15459612011909485},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cdc.2016.7799295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cdc.2016.7799295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 55th Conference on Decision and Control (CDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1969463951","https://openalex.org/W1978108654","https://openalex.org/W1989866797","https://openalex.org/W2007822564","https://openalex.org/W2043568875","https://openalex.org/W2044982174","https://openalex.org/W2049287603","https://openalex.org/W2056620517","https://openalex.org/W2066384055","https://openalex.org/W2071258353","https://openalex.org/W2073633915","https://openalex.org/W2092317789","https://openalex.org/W2130608062","https://openalex.org/W2136463931","https://openalex.org/W2145509823","https://openalex.org/W2146588145","https://openalex.org/W2150291692","https://openalex.org/W2517754784","https://openalex.org/W2964074193","https://openalex.org/W4251990689","https://openalex.org/W4293507940","https://openalex.org/W6680232302"],"related_works":["https://openalex.org/W3003695187","https://openalex.org/W3088191348","https://openalex.org/W3126566819","https://openalex.org/W2942724197","https://openalex.org/W4239297229","https://openalex.org/W4239205706","https://openalex.org/W3105413045","https://openalex.org/W3112567715","https://openalex.org/W4236302122","https://openalex.org/W2555175041"],"abstract_inverted_index":{"The":[0],"large-scale":[1],"deployment":[2],"of":[3,33,98,105,114],"Advanced":[4],"Metering":[5],"Infrastructure":[6],"among":[7],"residential":[8,127],"energy":[9,17,38],"customers":[10,52],"has":[11],"served":[12],"as":[13,73],"a":[14,74,83,115,123,126,157],"boon":[15],"for":[16,85],"systems":[18],"research":[19],"relying":[20],"on":[21,89,122],"granular":[22],"consumption":[23,106,144,152,160],"data.":[24],"Residential":[25],"Demand":[26,75,99,108,128],"Response":[27,76,100,109,129],"aims":[28],"to":[29,35,50,53,60,63,111,149,154],"utilize":[30],"the":[31,43,66,69,112,132],"flexibility":[32],"consumers":[34],"reduce":[36,150],"their":[37,56,151],"usage":[39],"during":[40,107],"times":[41],"when":[42],"grid":[44],"is":[45],"strained.":[46],"Suitable":[47],"incentive":[48],"mechanisms":[49],"encourage":[51],"deviate":[54],"from":[55,125],"usual":[57],"behavior":[58],"have":[59],"be":[61],"implemented":[62],"correctly":[64],"control":[65],"bids":[67],"into":[68],"wholesale":[70],"electricity":[71],"market":[72],"provider.":[77],"In":[78],"this":[79],"paper,":[80],"we":[81],"present":[82],"framework":[84,121],"shortterm":[86],"load":[87],"forecasting":[88],"an":[90],"individual":[91],"user":[92],"level,":[93],"and":[94],"relate":[95],"non-experimental":[96],"estimates":[97],"efficacy":[101],"(the":[102],"estimated":[103],"reduction":[104],"events)":[110],"variability":[113],"user's":[116],"consumption.":[117],"We":[118],"apply":[119],"our":[120],"dataset":[124],"program":[130],"in":[131],"Western":[133],"United":[134],"States.":[135],"Our":[136],"results":[137],"suggest":[138],"that":[139],"users":[140,155],"with":[141,156],"more":[142,147,158],"variable":[143],"patterns":[145],"are":[146],"likely":[148],"compared":[153],"regular":[159],"behavior.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
