{"id":"https://openalex.org/W4393285812","doi":"https://doi.org/10.1109/tsg.2024.3382771","title":"Modeling Irrational Behavior of Residential End Users Using Non-Stationary Gaussian Processes","display_name":"Modeling Irrational Behavior of Residential End Users Using Non-Stationary Gaussian Processes","publication_year":2024,"publication_date":"2024-03-28","ids":{"openalex":"https://openalex.org/W4393285812","doi":"https://doi.org/10.1109/tsg.2024.3382771"},"language":"en","primary_location":{"id":"doi:10.1109/tsg.2024.3382771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2024.3382771","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/A5039790704","display_name":"Nam Trong Dinh","orcid":"https://orcid.org/0000-0003-2188-2543"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nam Trong Dinh","raw_affiliation_strings":["Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2188-2543","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024311211","display_name":"Sahand Karimi\u2010Arpanahi","orcid":"https://orcid.org/0000-0002-7607-6314"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sahand Karimi-Arpanahi","raw_affiliation_strings":["Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7607-6314","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039764546","display_name":"Rui Yuan","orcid":"https://orcid.org/0000-0003-0801-7264"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rui Yuan","raw_affiliation_strings":["Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0801-7264","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008231853","display_name":"S. Ali Pourmousavi","orcid":"https://orcid.org/0000-0003-1115-4200"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"S. Ali Pourmousavi","raw_affiliation_strings":["Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1115-4200","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Engineering, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019911052","display_name":"Mingyu Guo","orcid":"https://orcid.org/0000-0002-3478-9201"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mingyu Guo","raw_affiliation_strings":["Department of Computer and Mathematical Sciences, The University of Adelaide, Adelaide, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3478-9201","affiliations":[{"raw_affiliation_string":"Department of Computer and Mathematical Sciences, The University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049860074","display_name":"Jon A. R. Liisberg","orcid":"https://orcid.org/0000-0002-0471-097X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jon A. R. Liisberg","raw_affiliation_strings":["Research and Development of Data Science, Watts A/S, Køge, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research and Development of Data Science, Watts A/S, Køge, Denmark","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076929988","display_name":"Juli\u00e1n Lemos-Vinasco","orcid":"https://orcid.org/0000-0002-8494-5858"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juli\u00e1n Lemos-Vinasco","raw_affiliation_strings":["Research and Development of Data Science, Watts A/S, Køge, Denmark"],"raw_orcid":"https://orcid.org/0000-0002-8494-5858","affiliations":[{"raw_affiliation_string":"Research and Development of Data Science, Watts A/S, Køge, Denmark","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9281,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.73345022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"15","issue":"5","first_page":"4636","last_page":"4648"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9897000193595886,"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":0.9897000193595886,"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":0.9746000170707703,"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9448000192642212,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/irrational-number","display_name":"Irrational number","score":0.6186386942863464},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5135757923126221},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.5114139914512634},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.44586479663848877},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4135914146900177},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3575611710548401},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.3425191640853882},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.28459620475769043},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27696776390075684},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20078697800636292},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17065882682800293},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.09175178408622742}],"concepts":[{"id":"https://openalex.org/C94931360","wikidata":"https://www.wikidata.org/wiki/Q607728","display_name":"Irrational number","level":2,"score":0.6186386942863464},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5135757923126221},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.5114139914512634},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.44586479663848877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4135914146900177},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3575611710548401},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.3425191640853882},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.28459620475769043},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27696776390075684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20078697800636292},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17065882682800293},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.09175178408622742},{"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/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsg.2024.3382771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsg.2024.3382771","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:digital.library.adelaide.edu.au:2440/141031","is_oa":false,"landing_page_url":"https://hdl.handle.net/2440/141031","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://dx.doi.org/10.1109/tsg.2024.3382771","raw_type":"Journal article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1982948489","https://openalex.org/W2001775696","https://openalex.org/W2013946069","https://openalex.org/W2044961228","https://openalex.org/W2059049926","https://openalex.org/W2079975539","https://openalex.org/W2082291889","https://openalex.org/W2112336557","https://openalex.org/W2164030952","https://openalex.org/W2515147329","https://openalex.org/W2515847092","https://openalex.org/W2903065718","https://openalex.org/W2909055311","https://openalex.org/W2932316113","https://openalex.org/W2970334630","https://openalex.org/W2991532004","https://openalex.org/W3122620151","https://openalex.org/W3126744387","https://openalex.org/W3172189429","https://openalex.org/W3173789108","https://openalex.org/W3186391497","https://openalex.org/W3196769567","https://openalex.org/W4200183834","https://openalex.org/W4205452922","https://openalex.org/W4225727239","https://openalex.org/W4255375128","https://openalex.org/W4283269415","https://openalex.org/W4362681576","https://openalex.org/W4386038910","https://openalex.org/W4387682251","https://openalex.org/W4390538326","https://openalex.org/W6799223401","https://openalex.org/W6810294491"],"related_works":["https://openalex.org/W3088646517","https://openalex.org/W2973552040","https://openalex.org/W2185277279","https://openalex.org/W4220768180","https://openalex.org/W2377639682","https://openalex.org/W2792087242","https://openalex.org/W2387799803","https://openalex.org/W82723519","https://openalex.org/W1964286703","https://openalex.org/W2169866437"],"abstract_inverted_index":{"Demand":[0],"response":[1],"(DR)":[2],"plays":[3],"a":[4,24,39,63,97,107,135,148],"critical":[5],"role":[6],"in":[7,81],"ensuring":[8],"efficient":[9],"electricity":[10,31,83,179],"consumption":[11,84],"and":[12,54,73],"optimal":[13],"use":[14],"of":[15,30,46,90,119,139,160,181],"network":[16],"assets.":[17],"Yet,":[18],"existing":[19],"DR":[20,132],"models":[21],"often":[22],"overlook":[23],"crucial":[25],"element,":[26],"the":[27,79,82,117,120,130,157,163,174,178],"irrational":[28,158],"behaviour":[29,142,159],"end":[32,161,183],"users.":[33],"In":[34],"this":[35,58,91],"work,":[36],"we":[37,60,105],"propose":[38],"price-responsive":[40,141],"model":[41,78,92,110,133,150,167,176],"that":[42,65,114,129,151],"incorporates":[43],"key":[44],"aspects":[45],"end-user":[47,121,140],"irrationality,":[48],"specifically":[49],"loss":[50],"aversion,":[51],"time":[52],"inconsistency,":[53],"bounded":[55],"rationality.":[56],"To":[57],"end,":[59],"first":[61],"develop":[62],"framework":[64],"uses":[66],"Multiple":[67],"Seasonal-Trend":[68],"decomposition":[69],"using":[70,125],"Loess":[71],"(MSTL)":[72],"non-stationary":[74],"Gaussian":[75],"processes":[76],"to":[77,147],"randomness":[80],"by":[85,185],"residential":[86],"consumers.":[87],"The":[88],"impact":[89],"is":[93],"then":[94],"evaluated":[95],"through":[96],"community":[98],"battery":[99],"storage":[100],"(CBS)":[101],"business":[102,175],"model.":[103],"Additionally,":[104],"apply":[106],"chance-constrained":[108,164],"optimisation":[109],"for":[111],"CBS":[112,165],"operation":[113,166],"deals":[115],"with":[116],"unpredictability":[118],"irrationality.":[122,145],"Our":[123],"simulations":[124],"real-world":[126],"data":[127],"show":[128],"proposed":[131],"provides":[134],"more":[136],"realistic":[137],"estimate":[138],"when":[143],"considering":[144],"Compared":[146],"deterministic":[149],"cannot":[152],"fully":[153],"take":[154],"into":[155],"account":[156],"users,":[162],"yields":[168],"an":[169],"additional":[170],"19%":[171],"revenue.":[172],"Lastly,":[173],"reduces":[177],"costs":[180],"solar":[182],"users":[184],"11%.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}