{"id":"https://openalex.org/W2472763926","doi":"https://doi.org/10.1109/tsg.2016.2582701","title":"A Partially Observable Markov Decision Process Approach to Residential Home Energy Management","display_name":"A Partially Observable Markov Decision Process Approach to Residential Home Energy Management","publication_year":2016,"publication_date":"2016-06-22","ids":{"openalex":"https://openalex.org/W2472763926","doi":"https://doi.org/10.1109/tsg.2016.2582701","mag":"2472763926"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2016.2582701","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2016.2582701","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077510367","display_name":"Timothy M. Hansen","orcid":"https://orcid.org/0000-0001-8096-1255"},"institutions":[{"id":"https://openalex.org/I177156846","display_name":"South Dakota State University","ror":"https://ror.org/015jmes13","country_code":"US","type":"education","lineage":["https://openalex.org/I177156846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy M. Hansen","raw_affiliation_strings":["South Dakota State University, Brookings, SD, USA"],"raw_orcid":"https://orcid.org/0000-0001-8096-1255","affiliations":[{"raw_affiliation_string":"South Dakota State University, Brookings, SD, USA","institution_ids":["https://openalex.org/I177156846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070385137","display_name":"Edwin K. P. Chong","orcid":"https://orcid.org/0000-0002-7622-4815"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edwin K. P. Chong","raw_affiliation_strings":["Colorado State University, Fort Collins, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060613111","display_name":"Siddharth Suryanarayanan","orcid":"https://orcid.org/0000-0002-9509-6927"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siddharth Suryanarayanan","raw_affiliation_strings":["Colorado State University, Fort Collins, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014854157","display_name":"Anthony A. Maciejewski","orcid":"https://orcid.org/0000-0002-1376-5825"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony A. Maciejewski","raw_affiliation_strings":["Colorado State University, Fort Collins, CO, USA"],"raw_orcid":"https://orcid.org/0000-0002-1376-5825","affiliations":[{"raw_affiliation_string":"Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071577167","display_name":"Howard Jay Siegel","orcid":"https://orcid.org/0000-0001-6025-4916"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Howard Jay Siegel","raw_affiliation_strings":["Colorado State University, Fort Collins, CO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3981,"has_fulltext":false,"cited_by_count":79,"citation_normalized_percentile":{"value":0.94758649,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"9","issue":"2","first_page":"1271","last_page":"1281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":1.0,"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":1.0,"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":0.9804999828338623,"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"}},{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9796000123023987,"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/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.8737114071846008},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6749838590621948},{"id":"https://openalex.org/keywords/status-quo","display_name":"Status quo","score":0.6546894907951355},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.6053680777549744},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.588433027267456},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.5803875923156738},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.5800749063491821},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.46861156821250916},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.46211129426956177},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.44995763897895813},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.43875136971473694},{"id":"https://openalex.org/keywords/energy-management-system","display_name":"Energy management system","score":0.42379987239837646},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4005283713340759},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3627097010612488},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3549838066101074},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.3507305979728699},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.32005566358566284},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.22980111837387085},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2293679416179657},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15369200706481934},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11142149567604065},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0992828905582428}],"concepts":[{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.8737114071846008},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6749838590621948},{"id":"https://openalex.org/C2776748549","wikidata":"https://www.wikidata.org/wiki/Q201610","display_name":"Status quo","level":2,"score":0.6546894907951355},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.6053680777549744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.588433027267456},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.5803875923156738},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.5800749063491821},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46861156821250916},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.46211129426956177},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.44995763897895813},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.43875136971473694},{"id":"https://openalex.org/C2781260460","wikidata":"https://www.wikidata.org/wiki/Q6139999","display_name":"Energy management system","level":4,"score":0.42379987239837646},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4005283713340759},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3627097010612488},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3549838066101074},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3507305979728699},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.32005566358566284},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.22980111837387085},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2293679416179657},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15369200706481934},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11142149567604065},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0992828905582428},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsg.2016.2582701","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2016.2582701","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8600000143051147,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W375811165","https://openalex.org/W1496357020","https://openalex.org/W1965419024","https://openalex.org/W1967346783","https://openalex.org/W1968167335","https://openalex.org/W1970129562","https://openalex.org/W1970528283","https://openalex.org/W1975404935","https://openalex.org/W1977209346","https://openalex.org/W1981651348","https://openalex.org/W1984560471","https://openalex.org/W1992679131","https://openalex.org/W1997898472","https://openalex.org/W2011597144","https://openalex.org/W2024816219","https://openalex.org/W2025904793","https://openalex.org/W2050683383","https://openalex.org/W2054989445","https://openalex.org/W2067473377","https://openalex.org/W2068375961","https://openalex.org/W2079585583","https://openalex.org/W2083089928","https://openalex.org/W2093313974","https://openalex.org/W2098432798","https://openalex.org/W2098613108","https://openalex.org/W2116065935","https://openalex.org/W2119052041","https://openalex.org/W2122723365","https://openalex.org/W2128471850","https://openalex.org/W2155482907","https://openalex.org/W2160175161","https://openalex.org/W2164142425","https://openalex.org/W2167664869","https://openalex.org/W2170051345","https://openalex.org/W2341171179","https://openalex.org/W2546318524","https://openalex.org/W3100027482","https://openalex.org/W3215037115","https://openalex.org/W6612824507"],"related_works":["https://openalex.org/W2096013579","https://openalex.org/W52153049","https://openalex.org/W1760611253","https://openalex.org/W1515117609","https://openalex.org/W1589140671","https://openalex.org/W4323315247","https://openalex.org/W2294884454","https://openalex.org/W3169161914","https://openalex.org/W4321379664","https://openalex.org/W2211790881"],"abstract_inverted_index":{"Real-time":[0],"pricing":[1,7,37],"(RTP)":[2],"is":[3],"a":[4,30,68,72,85,102],"utility-offered":[5],"dynamic":[6],"program":[8],"to":[9,12,35],"incentivize":[10],"customers":[11],"make":[13],"changes":[14],"in":[15,29,33,66],"their":[16],"energy":[17,21,27],"usage.":[18],"A":[19],"home":[20,32],"management":[22],"system":[23],"(HEMS)":[24],"automates":[25],"the":[26,62,77,80,90,96,106],"usage":[28],"smart":[31],"response":[34],"utility":[36],"signals.":[38],"We":[39,93],"present":[40],"three":[41],"new":[42,81],"HEMS":[43,82],"techniques":[44],"-":[45,59],"one":[46],"myopic":[47],"approach":[48,99],"and":[49,89],"two":[50],"non-myopic":[51,97],"partially":[52],"observable":[53],"Markov":[54],"decision":[55],"process":[56],"(POMDP)":[57],"approaches":[58],"for":[60],"minimizing":[61],"household":[63],"electricity":[64],"bill":[65],"such":[67],"RTP":[69],"market.":[70],"In":[71],"simulation":[73],"study,":[74],"we":[75],"compare":[76],"performance":[78],"of":[79],"methods":[83],"with":[84],"mathematical":[86],"lower":[87],"bound":[88],"status":[91,107],"quo.":[92,108],"show":[94],"that":[95],"POMDP":[98],"can":[100],"provide":[101],"10%-30%":[103],"saving":[104],"over":[105]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":16},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
