{"id":"https://openalex.org/W7225830462","doi":"https://doi.org/10.3390/su182211503","title":"IoT-Based Residential Energy Forecasting with Explainable Feature Selection for Sustainable Building Management in the Industry 5.0 Era","display_name":"IoT-Based Residential Energy Forecasting with Explainable Feature Selection for Sustainable Building Management in the Industry 5.0 Era","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225830462","doi":"https://doi.org/10.3390/su182211503"},"language":"en","primary_location":{"id":"doi:10.3390/su182211503","doi":"https://doi.org/10.3390/su182211503","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182211503","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/su182211503","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040264876","display_name":"Abdullah Emre Kele\u015f","orcid":"https://orcid.org/0000-0002-5472-2450","observed_orcids":["https://orcid.org/0000-0002-5472-2450"]},"institutions":[{"id":"https://openalex.org/I50379099","display_name":"Adana Science and Technology University","ror":"https://ror.org/013z3yn41","country_code":"TR","type":"education","lineage":["https://openalex.org/I50379099"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Abdullah Emre Kele\u015f","raw_affiliation_strings":["Department of Civil Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye"],"raw_orcid":"https://orcid.org/0000-0002-5472-2450","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye","institution_ids":["https://openalex.org/I50379099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161454001","display_name":"M\u00fcmine Kaya Kele\u015f","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I50379099","display_name":"Adana Science and Technology University","ror":"https://ror.org/013z3yn41","country_code":"TR","type":"education","lineage":["https://openalex.org/I50379099"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M\u00fcmine Kaya Kele\u015f","raw_affiliation_strings":["Department of Computer Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye","institution_ids":["https://openalex.org/I50379099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041253889","display_name":"Jaros\u0142aw G\u00f3recki","orcid":"https://orcid.org/0000-0001-6829-3127","observed_orcids":["https://orcid.org/0000-0001-6829-3127"]},"institutions":[{"id":"https://openalex.org/I1300393620","display_name":"Bydgoszcz University of Science and Technology","ror":"https://ror.org/049eq0c58","country_code":"PL","type":"education","lineage":["https://openalex.org/I1300393620"]},{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES","PL"],"is_corresponding":true,"raw_author_name":"Jaros\u0142aw G\u00f3recki","raw_affiliation_strings":["Faculty of Civil and Environmental Engineering and Architecture, Bydgoszcz University of Science and Technology, Al. Prof. S. Kaliskiego 7, 85-796 Bydgoszcz, Poland","Research Centre on Production Management and Engineering (CIGIP), Universitat Polit\u00e8cnica de Val\u00e8ncia, Pl. Ferr\u00e1ndiz Carbonell, s/n, 03801 Alcoy, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6829-3127","affiliations":[{"raw_affiliation_string":"Faculty of Civil and Environmental Engineering and Architecture, Bydgoszcz University of Science and Technology, Al. Prof. S. Kaliskiego 7, 85-796 Bydgoszcz, Poland","institution_ids":["https://openalex.org/I1300393620"]},{"raw_affiliation_string":"Research Centre on Production Management and Engineering (CIGIP), Universitat Polit\u00e8cnica de Val\u00e8ncia, Pl. Ferr\u00e1ndiz Carbonell, s/n, 03801 Alcoy, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070107626","display_name":"Manuel D\u00edaz\u2010Madro\u00f1ero","orcid":"https://orcid.org/0000-0003-1693-2876","observed_orcids":["https://orcid.org/0000-0003-1693-2876"]},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel D\u00edaz-Madro\u00f1ero","raw_affiliation_strings":["Research Centre on Production Management and Engineering (CIGIP), Universitat Polit\u00e8cnica de Val\u00e8ncia, Pl. Ferr\u00e1ndiz Carbonell, s/n, 03801 Alcoy, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1693-2876","affiliations":[{"raw_affiliation_string":"Research Centre on Production Management and Engineering (CIGIP), Universitat Polit\u00e8cnica de Val\u00e8ncia, Pl. Ferr\u00e1ndiz Carbonell, s/n, 03801 Alcoy, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075504851","display_name":"Elif Kavak","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I50379099","display_name":"Adana Science and Technology University","ror":"https://ror.org/013z3yn41","country_code":"TR","type":"education","lineage":["https://openalex.org/I50379099"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Elif Kavak","raw_affiliation_strings":["Department of Computer Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Adana Alparslan T\u00fcrke\u015f Science and Technology University, Sar\u0131\u00e7am, 01250 Adana, T\u00fcrkiye","institution_ids":["https://openalex.org/I50379099"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041253889"],"corresponding_institution_ids":["https://openalex.org/I1300393620","https://openalex.org/I60053951"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"22","first_page":"11503","last_page":"11503"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.6182000041007996,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.6182000041007996,"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/T10603","display_name":"Smart Grid Energy Management","score":0.18520000576972961,"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":0.1754000037908554,"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":[],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7605999708175659},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5699999928474426},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5615000128746033},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5364999771118164},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4431999921798706},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4422000050544739},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4352000057697296},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.39750000834465027},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.39410001039505005},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.3894999921321869},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.3562000095844269},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3343999981880188},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.32280001044273376},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.3190000057220459},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3009999990463257},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.2849999964237213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2822999954223633},{"id":"https://openalex.org/C106527866","wikidata":"https://www.wikidata.org/wiki/Q1489497","display_name":"Building management system","level":3,"score":0.2685999870300293},{"id":"https://openalex.org/C2778530916","wikidata":"https://www.wikidata.org/wiki/Q1352349","display_name":"Building model","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C32277403","wikidata":"https://www.wikidata.org/wiki/Q740445","display_name":"Ridge","level":2,"score":0.2678999900817871},{"id":"https://openalex.org/C520301825","wikidata":"https://www.wikidata.org/wiki/Q380170","display_name":"Energy conservation","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/su182211503","doi":"https://doi.org/10.3390/su182211503","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182211503","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/su182211503","doi":"https://doi.org/10.3390/su182211503","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su182211503","pdf_url":null,"source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Buildings":[0],"are":[1,91],"a":[2,24,44,49,69,166],"key":[3],"application":[4],"domain":[5],"for":[6,27],"improving":[7],"energy":[8,30],"efficiency":[9],"and":[10,17,73,89,101,110,128,140,143,151,171,185],"sustainability,":[11],"while":[12],"Industry":[13,177],"5.0":[14],"emphasizes":[15],"sustainable":[16],"human-centric":[18],"digital":[19],"transformation.":[20],"This":[21],"study":[22,57],"presents":[23],"comparative":[25],"framework":[26],"IoT-based":[28,162],"residential":[29,50],"consumption":[31,63],"forecasting,":[32],"combining":[33],"time-series":[34],"models":[35,139],"with":[36],"explainable":[37,161],"artificial":[38],"intelligence":[39],"(XAI)-based":[40],"feature":[41,108],"analysis.":[42],"Using":[43],"publicly":[45],"available":[46,75],"dataset":[47],"from":[48],"building":[51,179],"in":[52],"Leicester,":[53],"United":[54],"Kingdom,":[55],"the":[56,59,79],"predicts":[58],"next-hour":[60],"total":[61],"power":[62],"of":[64,120,125,131],"six":[65],"monitored":[66],"appliances":[67],"using":[68,93],"24-h":[70,152],"historical":[71],"window":[72],"measurements":[74],"at":[76],"or":[77],"before":[78],"forecast":[80],"time.":[81],"Ridge":[82,115],"Regression,":[83],"conventional":[84],"machine":[85],"learning":[86],"models,":[87],"iTransformer,":[88],"TimeFilter":[90],"evaluated":[92],"993":[94],"out-of-sample":[95],"observations.":[96],"SHapley":[97],"Additive":[98],"exPlanations":[99],"(SHAP)":[100],"Local":[102],"Interpretable":[103],"Model-Agnostic":[104],"Explanations":[105],"(LIME)":[106],"support":[107],"analysis":[109],"selection.":[111],"With":[112],"all":[113],"features,":[114],"Regression":[116],"achieves":[117],"an":[118,123,129],"RMSE":[119],"35.869":[121],"W,":[122,127],"MAE":[124],"23.261":[126],"R2":[130],"0.265.":[132],"Feature":[133],"selection":[134],"has":[135],"varying":[136],"effects":[137],"across":[138,183],"evaluation":[141],"metrics":[142],"does":[144],"not":[145],"necessarily":[146],"improve":[147],"predictive":[148],"performance.":[149],"Persistence":[150],"seasonal-na\u00efve":[153],"methods":[154],"serve":[155],"as":[156],"baselines.":[157],"The":[158],"findings":[159],"assess":[160,191],"forecasting":[163],"without":[164],"requiring":[165],"full":[167],"Digital":[168],"Twin":[169],"infrastructure":[170],"may":[172],"offer":[173],"insights":[174],"relevant":[175],"to":[176,190],"5.0-oriented":[178],"management.":[180],"Further":[181],"validation":[182],"buildings":[184],"operating":[186],"conditions":[187],"is":[188],"needed":[189],"generalizability.":[192]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
