{"id":"https://openalex.org/W1995310630","doi":"https://doi.org/10.1109/smartgridcomm.2013.6687962","title":"The potential of smart home sensors in forecasting household electricity demand","display_name":"The potential of smart home sensors in forecasting household electricity demand","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W1995310630","doi":"https://doi.org/10.1109/smartgridcomm.2013.6687962","mag":"1995310630"},"language":"en","primary_location":{"id":"doi:10.1109/smartgridcomm.2013.6687962","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm.2013.6687962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Smart Grid Communications (SmartGridComm)","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/A5023139306","display_name":"Holger Ziekow","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Holger Ziekow","raw_affiliation_strings":["AGT International, Darmstadt, Germany","AGT Int., Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"AGT International, Darmstadt, Germany","institution_ids":[]},{"raw_affiliation_string":"AGT Int., Darmstadt, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030903555","display_name":"Christoph Goebel","orcid":"https://orcid.org/0000-0002-5756-6983"},"institutions":[{"id":"https://openalex.org/I4210135900","display_name":"Hochschule Fresenius","ror":"https://ror.org/03hj50651","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210135900"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Goebel","raw_affiliation_strings":["Fresenius University of Applied Sciences, Idstein, Germany","Tech. Univ. Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Fresenius University of Applied Sciences, Idstein, Germany","institution_ids":["https://openalex.org/I4210135900"]},{"raw_affiliation_string":"Tech. Univ. Munich, Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031373554","display_name":"Jens Str\u00fcker","orcid":"https://orcid.org/0000-0003-2358-0549"},"institutions":[{"id":"https://openalex.org/I4210135900","display_name":"Hochschule Fresenius","ror":"https://ror.org/03hj50651","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210135900"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens Struker","raw_affiliation_strings":["Technical University Munich, Munich, Germany","Fresenius Univ. of Appl. Sci., Idstein, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University Munich, Munich, Germany","institution_ids":[]},{"raw_affiliation_string":"Fresenius Univ. of Appl. Sci., Idstein, Germany","institution_ids":["https://openalex.org/I4210135900"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072791865","display_name":"Hans\u2010Arno Jacobsen","orcid":"https://orcid.org/0000-0003-0813-0101"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hans-Arno Jacobsen","raw_affiliation_strings":["Technical University Munich, Munich, Germany","Tech. Univ. Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University Munich, Munich, Germany","institution_ids":[]},{"raw_affiliation_string":"Tech. Univ. Munich, Munich, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023139306"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7832,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.93596941,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"229","last_page":"234"},"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":0.9987999796867371,"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":0.9908999800682068,"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-forecasting","display_name":"Demand forecasting","score":0.6465872526168823},{"id":"https://openalex.org/keywords/smart-meter","display_name":"Smart meter","score":0.608223021030426},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5961544513702393},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.5421261787414551},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.5404127836227417},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.533690333366394},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.49033379554748535},{"id":"https://openalex.org/keywords/power-demand","display_name":"Power demand","score":0.45913463830947876},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.42581555247306824},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3743298053741455},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.3662857413291931},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.35320356488227844},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.3020552396774292},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.21010413765907288},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20970934629440308},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.15021196007728577},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12471526861190796},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08364492654800415}],"concepts":[{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.6465872526168823},{"id":"https://openalex.org/C2779510800","wikidata":"https://www.wikidata.org/wiki/Q1630602","display_name":"Smart meter","level":3,"score":0.608223021030426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5961544513702393},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.5421261787414551},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.5404127836227417},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.533690333366394},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.49033379554748535},{"id":"https://openalex.org/C2983317576","wikidata":"https://www.wikidata.org/wiki/Q1853339","display_name":"Power demand","level":4,"score":0.45913463830947876},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42581555247306824},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3743298053741455},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.3662857413291931},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.35320356488227844},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3020552396774292},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.21010413765907288},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20970934629440308},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.15021196007728577},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12471526861190796},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08364492654800415},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smartgridcomm.2013.6687962","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm.2013.6687962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Smart Grid Communications (SmartGridComm)","raw_type":"proceedings-article"},{"id":"pmh:oai:eref.uni-bayreuth.de:61041","is_oa":false,"landing_page_url":"https://eref.uni-bayreuth.de/61041/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196442","display_name":"ERef Bayreuth (University of Bayreuth)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I54009628","host_organization_name":"University of Bayreuth","host_organization_lineage":["https://openalex.org/I54009628"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Aufsatz in einem Buch"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W102394244","https://openalex.org/W1501873338","https://openalex.org/W1524629421","https://openalex.org/W1970705460","https://openalex.org/W1973309971","https://openalex.org/W1975153313","https://openalex.org/W1983591497","https://openalex.org/W1993728659","https://openalex.org/W2010886638","https://openalex.org/W2019873304","https://openalex.org/W2022671291","https://openalex.org/W2026400408","https://openalex.org/W2029863579","https://openalex.org/W2051134570","https://openalex.org/W2051508205","https://openalex.org/W2064428629","https://openalex.org/W2065886006","https://openalex.org/W2095654817","https://openalex.org/W2122284941","https://openalex.org/W2123876137","https://openalex.org/W2126623840","https://openalex.org/W2126785749","https://openalex.org/W2127284879","https://openalex.org/W2131226697","https://openalex.org/W2135020689","https://openalex.org/W2135193968","https://openalex.org/W2140988255","https://openalex.org/W2155556726","https://openalex.org/W2168257715","https://openalex.org/W2171108821","https://openalex.org/W6666933639"],"related_works":["https://openalex.org/W2566069434","https://openalex.org/W2517754784","https://openalex.org/W1498762745","https://openalex.org/W2771815161","https://openalex.org/W4390418871","https://openalex.org/W2100310431","https://openalex.org/W245708997","https://openalex.org/W1529580051","https://openalex.org/W4389630267","https://openalex.org/W2047098080"],"abstract_inverted_index":{"The":[0],"aim":[1],"of":[2,10,18,62,97,137,169,198],"this":[3],"paper":[4],"is":[5,28],"to":[6,58,165,180,189],"quantify":[7],"the":[8,16,25,60,95,98,148,166,195],"impact":[9],"disaggregated":[11,63,141],"electric":[12],"power":[13,37,43],"measurements":[14],"on":[15,24,121,140],"accuracy":[17,96,178],"household":[19,26,123],"demand":[20,40,70],"forecasts.":[21],"Demand":[22],"forecasting":[23,48,111,177],"level":[27],"regarded":[29],"as":[30,90],"an":[31],"essential":[32],"mechanism":[33],"for":[34,68],"matching":[35],"distributed":[36],"generation":[38],"and":[39,55,150],"in":[41,50],"smart":[42,64,131,144,151],"grids.":[44],"We":[45],"use":[46,61],"state-of-the-art":[47],"tools,":[49],"particular":[51],"support":[52],"vector":[53],"machines":[54],"neural":[56],"networks,":[57],"evaluate":[59],"home":[65,145],"sensor":[66],"data":[67,77,125,142,170,174],"household-level":[69],"forecasting.":[71],"Our":[72,86],"investigation":[73],"leverages":[74],"high":[75],"resolution":[76,168,197],"from":[78,130,143],"3":[79],"private":[80],"households":[81],"collected":[82],"over":[83],"30":[84],"days.":[85],"key":[87],"results":[88],"are":[89],"follows:":[91],"First,":[92],"by":[93],"comparing":[94],"machine":[99],"learning":[100],"based":[101,139],"forecasts":[102,138],"with":[103,147,163],"a":[104,181],"persistence":[105,149],"forecast":[106,156],"we":[107],"show":[108],"that":[109,126,172],"advanced":[110],"methods":[112],"already":[113],"yield":[114],"better":[115],"forecasts,":[116],"even":[117],"when":[118],"carried":[119],"out":[120],"aggregated":[122],"consumption":[124],"could":[127],"be":[128,190],"obtained":[129],"meters":[132],"(1-7%).":[133],"Second,":[134],"our":[135,160],"comparison":[136],"sensors":[146,187],"meter":[152],"benchmarks":[153],"reveals":[154],"further":[155],"improvements":[157],"(4-33%).":[158],"Third,":[159],"sensitivity":[161],"analysis":[162],"respect":[164],"time":[167,196],"shows":[171],"more":[173,186,191],"only":[175],"improves":[176],"up":[179],"certain":[182],"point.":[183],"Thus,":[184],"having":[185],"appears":[188],"valuable":[192],"than":[193],"increasing":[194],"measurements.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
