{"id":"https://openalex.org/W7165119491","doi":"https://doi.org/10.1145/3744256.3812579","title":"Bridging Energy and Activity: Forecasting Residential Electricity Use with Wearable Activity Tracker Data","display_name":"Bridging Energy and Activity: Forecasting Residential Electricity Use with Wearable Activity Tracker Data","publication_year":2026,"publication_date":"2026-06-19","ids":{"openalex":"https://openalex.org/W7165119491","doi":"https://doi.org/10.1145/3744256.3812579"},"language":null,"primary_location":{"id":"doi:10.1145/3744256.3812579","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744256.3812579","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3744256.3812579","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043316438","display_name":"Fatimah Alhassan","orcid":null},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fatimah Mohammad Alhassan","raw_affiliation_strings":["University of Delaware, Newark, Delaware, USA"],"raw_orcid":"https://orcid.org/0009-0000-9580-6725","affiliations":[{"raw_affiliation_string":"University of Delaware, Newark, Delaware, USA","institution_ids":["https://openalex.org/I86501945"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007244703","display_name":"Matthew Louis Mauriello","orcid":"https://orcid.org/0000-0001-5359-6520"},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Louis Mauriello","raw_affiliation_strings":["University of Delaware, Newark, Delaware, USA"],"raw_orcid":"https://orcid.org/0000-0001-5359-6520","affiliations":[{"raw_affiliation_string":"University of Delaware, Newark, Delaware, USA","institution_ids":["https://openalex.org/I86501945"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.94784789,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10898","display_name":"Environmental Education and Sustainability","score":0.17440000176429749,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10898","display_name":"Environmental Education and Sustainability","score":0.17440000176429749,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.14100000262260437,"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":0.06419999897480011,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.7475000023841858},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.6463000178337097},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.36959999799728394},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3675999939441681},{"id":"https://openalex.org/keywords/activity-tracker","display_name":"Activity tracker","score":0.33970001339912415},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.31949999928474426}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.7475000023841858},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.6463000178337097},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5048999786376953},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.36959999799728394},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3675999939441681},{"id":"https://openalex.org/C6387636","wikidata":"https://www.wikidata.org/wiki/Q16001686","display_name":"Activity tracker","level":3,"score":0.33970001339912415},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3208000063896179},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.31949999928474426},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.31769999861717224},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3125},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.31200000643730164},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.31189998984336853},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.29109999537467957},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2856999933719635},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.25369998812675476},{"id":"https://openalex.org/C423512","wikidata":"https://www.wikidata.org/wiki/Q383973","display_name":"Electricity generation","level":3,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3744256.3812579","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744256.3812579","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3744256.3812579","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3744256.3812579","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.705804169178009}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1658820945","https://openalex.org/W1979780427","https://openalex.org/W2394184881","https://openalex.org/W2403657431","https://openalex.org/W2466188202","https://openalex.org/W2545742217","https://openalex.org/W2885580746","https://openalex.org/W2891387862","https://openalex.org/W2898741082","https://openalex.org/W2927358919","https://openalex.org/W2940508283","https://openalex.org/W2946869992","https://openalex.org/W2966982635","https://openalex.org/W2969749676","https://openalex.org/W2971662304","https://openalex.org/W2982252459","https://openalex.org/W3010061561","https://openalex.org/W3093287830","https://openalex.org/W3114254772","https://openalex.org/W3136470895","https://openalex.org/W3157642368","https://openalex.org/W3206178349","https://openalex.org/W4214559199","https://openalex.org/W4281485761","https://openalex.org/W4292821556","https://openalex.org/W4306386139","https://openalex.org/W4309564101","https://openalex.org/W4309573254","https://openalex.org/W4310882115","https://openalex.org/W4312113406","https://openalex.org/W4313313292","https://openalex.org/W4319265789","https://openalex.org/W4323971750","https://openalex.org/W4366590832","https://openalex.org/W4382119120","https://openalex.org/W4382681209","https://openalex.org/W4383103838","https://openalex.org/W4385457104","https://openalex.org/W4385975291","https://openalex.org/W4387497930","https://openalex.org/W4389827629","https://openalex.org/W4390291935","https://openalex.org/W4391453317","https://openalex.org/W4391994940","https://openalex.org/W4392946066","https://openalex.org/W4400977610","https://openalex.org/W4403615843","https://openalex.org/W4403922996","https://openalex.org/W4407350580","https://openalex.org/W4411994565"],"related_works":[],"abstract_inverted_index":{"As":[0],"global":[1],"energy":[2,29,45,185,194],"consumption":[3,16],"continues":[4],"to":[5,13,24,123],"rise,":[6],"finding":[7],"sustainable":[8],"solutions":[9],"that":[10,42,134,161,187],"empower":[11],"residents":[12],"manage":[14],"their":[15],"in":[17,93,143],"a":[18],"predictable":[19],"way":[20],"has":[21],"become":[22],"essential":[23],"achieving":[25],"individual":[26],"and":[27,39,55,67,87,116,146,168,176,193],"community-oriented":[28],"goals.":[30],"Although":[31],"residential":[32,44],"electricity":[33,84],"demand":[34,175],"is":[35],"shaped":[36],"by":[37,81,154],"routines":[38],"social":[40,191],"practices":[41,192],"define":[43],"lifestyles,":[46],"most":[47],"household":[48,83],"forecasting":[49],"models":[50],"rely":[51],"on":[52],"load":[53],"history":[54],"weather,":[56,86],"treating":[57],"behavior":[58],"indirectly":[59],"(e.g.,":[60],"via":[61],"occupancy":[62],"proxies).":[63],"This":[64],"exploratory":[65],"survey":[66],"modeling":[68],"study":[69],"examines":[70],"whether":[71],"wearable":[72],"activity":[73,167],"tracker":[74],"(WAT)":[75],"signals":[76],"provide":[77],"additional":[78],"predictive":[79],"value":[80],"aligning":[82],"usage,":[85],"WAT":[88,128],"logs":[89],"from":[90],"17":[91],"households":[92],"the":[94,125,148],"U.S.":[95],"Mid-Atlantic":[96],"region":[97],"across":[98,119,156],"multiple":[99],"horizons":[100],"(1-day,":[101],"1-week,":[102],"1-month).":[103],"We":[104],"evaluate":[105],"four":[106],"feature":[107],"sets:":[108],"(i)":[109],"Load":[110],"Profile,":[111],"(ii)":[112],"Environmental,":[113],"(iii)":[114],"Behavioral,":[115],"(iv)":[117],"Behavioral+Environmental":[118],"several":[120],"model":[121],"families":[122],"quantify":[124],"contribution":[126],"of":[127],"behavioral":[129,163],"features.":[130],"Our":[131],"results":[132],"show":[133],"integrating":[135],"behaviors":[136],"provides":[137],"consistent":[138],"incremental":[139],"gains":[140],"beyond":[141],"weather":[142],"our":[144],"dataset":[145],"reduces":[147],"Mean":[149],"Absolute":[150],"Percentage":[151],"Error":[152],"(MAPE)":[153],"3.9%-6.0%":[155],"models.":[157],"These":[158],"findings":[159],"suggest":[160],"WAT-based":[162],"features":[164],"such":[165],"as":[166],"sleep":[169],"rhythms":[170],"can":[171],"help":[172],"capture":[173],"routine-driven":[174],"systematically":[177],"improve":[178],"household-level":[179],"forecasts,":[180],"potentially":[181],"supporting":[182],"adaptive,":[183],"human-centered":[184],"interventions":[186],"align":[188],"with":[189],"everyday":[190],"lifestyles.":[195]},"counts_by_year":[],"updated_date":"2026-06-20T20:08:15.867695","created_date":"2026-06-19T00:00:00"}
