{"id":"https://openalex.org/W4405305980","doi":"https://doi.org/10.1109/indin58382.2024.10774509","title":"Adaptative Reinforcement Learning Approach for Predictive Maintenance of a Smart Building Lighting System","display_name":"Adaptative Reinforcement Learning Approach for Predictive Maintenance of a Smart Building Lighting System","publication_year":2024,"publication_date":"2024-08-18","ids":{"openalex":"https://openalex.org/W4405305980","doi":"https://doi.org/10.1109/indin58382.2024.10774509"},"language":"en","primary_location":{"id":"doi:10.1109/indin58382.2024.10774509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin58382.2024.10774509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 22nd International Conference on Industrial Informatics (INDIN)","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/A5092928397","display_name":"Anas Hossini","orcid":"https://orcid.org/0009-0008-0538-0854"},"institutions":[{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Anas Hossini","raw_affiliation_strings":["Paris Saclay University,Lineact CESI, DAVID Lab,Nanterre,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paris Saclay University,Lineact CESI, DAVID Lab,Nanterre,France","institution_ids":["https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054603304","display_name":"Le\u0131\u0308la Kloul","orcid":null},"institutions":[{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Le\u00efla Kloul","raw_affiliation_strings":["Paris Saclay University,DAVID Lab,Versailles,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paris Saclay University,DAVID Lab,Versailles,France","institution_ids":["https://openalex.org/I277688954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070111805","display_name":"Ma\u00ebl Guiraud","orcid":"https://orcid.org/0000-0002-0497-6233"},"institutions":[{"id":"https://openalex.org/I4210155362","display_name":"Centre d'Etudes Superieures Industrielles","ror":"https://ror.org/04f87d812","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210155362"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ma\u00ebl Guiraud","raw_affiliation_strings":["Lineact CESI,Nanterre,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lineact CESI,Nanterre,France","institution_ids":["https://openalex.org/I4210155362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079623943","display_name":"Benjamin Cohen Boulakia","orcid":"https://orcid.org/0000-0002-4812-5545"},"institutions":[{"id":"https://openalex.org/I2801479458","display_name":"Engineering School of Information and Digital Technologies","ror":"https://ror.org/01h7hvj14","country_code":"FR","type":"education","lineage":["https://openalex.org/I117841876","https://openalex.org/I2801479458"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Benjamin Cohen Boulakia","raw_affiliation_strings":["EFREI Research Lab,Villejuif,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"EFREI Research Lab,Villejuif,France","institution_ids":["https://openalex.org/I2801479458"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092928397"],"corresponding_institution_ids":["https://openalex.org/I277688954"],"apc_list":null,"apc_paid":null,"fwci":0.6167,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.70812368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14011","display_name":"Elevator Systems and Control","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14011","display_name":"Elevator Systems and Control","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11963","display_name":"Impact of Light on Environment and Health","score":0.9607999920845032,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7833454608917236},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6393411755561829},{"id":"https://openalex.org/keywords/building-automation","display_name":"Building automation","score":0.4461386203765869},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.4370110332965851},{"id":"https://openalex.org/keywords/smart-lighting","display_name":"Smart lighting","score":0.43684256076812744},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.42949363589286804},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.36768925189971924},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2634970545768738},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.2397870123386383},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21885272860527039},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.07396385073661804}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7833454608917236},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6393411755561829},{"id":"https://openalex.org/C83931994","wikidata":"https://www.wikidata.org/wiki/Q1149653","display_name":"Building automation","level":2,"score":0.4461386203765869},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.4370110332965851},{"id":"https://openalex.org/C89505729","wikidata":"https://www.wikidata.org/wiki/Q17105868","display_name":"Smart lighting","level":2,"score":0.43684256076812744},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.42949363589286804},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.36768925189971924},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2634970545768738},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2397870123386383},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21885272860527039},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.07396385073661804},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/indin58382.2024.10774509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin58382.2024.10774509","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 22nd International Conference on Industrial Informatics (INDIN)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04947772v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04947772","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2024 IEEE 22nd International Conference on Industrial Informatics (INDIN), Aug 2024, Beijing, France. pp.1-8, &#x27E8;10.1109/INDIN58382.2024.10774509&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1999393241","https://openalex.org/W2007842565","https://openalex.org/W2012651791","https://openalex.org/W2022430891","https://openalex.org/W2045220271","https://openalex.org/W2164463086","https://openalex.org/W2588963913","https://openalex.org/W2807792305","https://openalex.org/W2920668564","https://openalex.org/W2944364052","https://openalex.org/W2990077943","https://openalex.org/W2996521480","https://openalex.org/W3092012490","https://openalex.org/W3096113052","https://openalex.org/W3128770393","https://openalex.org/W3202361779","https://openalex.org/W3205185918","https://openalex.org/W3214190848","https://openalex.org/W4226015779","https://openalex.org/W4284977281","https://openalex.org/W4318020423","https://openalex.org/W4384202122","https://openalex.org/W4386987239","https://openalex.org/W4392530154","https://openalex.org/W6772031635","https://openalex.org/W6862467231"],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W3033528494","https://openalex.org/W1575746874","https://openalex.org/W2144862312","https://openalex.org/W3088473097","https://openalex.org/W2047700860","https://openalex.org/W1970193840","https://openalex.org/W2384111321","https://openalex.org/W2888671764","https://openalex.org/W4399215424"],"abstract_inverted_index":{"Due":[0],"to":[1,81,117,147,151],"advancements":[2],"in":[3,36,55,67,93],"sensing":[4],"technologies,":[5],"enhanced":[6],"IoT":[7],"architectures,":[8],"and":[9,72,163,191],"expanded":[10],"connectivity":[11],"options,":[12],"predictive":[13,86,115],"maintenance":[14,82,87,116,193],"has":[15,88],"emerged":[16],"as":[17,35],"a":[18,46,129,142,152,159],"compelling":[19],"solution":[20],"within":[21,31,141],"the":[22,40,56,94,100,138,170],"context":[23,95],"of":[24,42,63,79,96,103,123,154,173,188],"Industry":[25],"4.0":[26],"for":[27,49,133,137],"industrial":[28],"systems.":[29],"However,":[30],"this":[32,126],"landscape,":[33],"such":[34],"Smart":[37,143],"Buildings":[38],"(SBs),":[39],"lack":[41],"failure":[43],"data":[44],"poses":[45],"significant":[47],"challenge":[48],"implementing":[50],"traditional":[51],"data-based":[52],"approaches":[53],"documented":[54],"literature.":[57],"Additionally,":[58],"SBs":[59],"are":[60],"complex":[61],"systems":[62],"systems,":[64,76],"where":[65],"failures":[66],"one":[68],"subsystem":[69],"can":[70],"propagate":[71],"impact":[73],"other":[74],"interconnected":[75],"adding":[77],"layers":[78],"complexity":[80],"decision-making":[83],"processes.":[84],"Lastly,":[85],"tradition-ally":[89],"been":[90],"used":[91],"primarily":[92],"operational":[97],"safety,":[98],"with":[99,181],"primary":[101],"goal":[102],"avoiding":[104],"undesirable":[105],"events":[106],"at":[107],"all":[108],"costs.":[109,120],"Only":[110],"recent":[111],"work":[112],"focuses":[113],"on":[114,169],"optimize":[118],"operating":[119],"In":[121],"light":[122],"these":[124],"challenges,":[125],"paper":[127],"proposes":[128],"Reinforcement":[130],"Learning":[131],"approach":[132],"Predictive":[134],"Maintenance":[135],"tailored":[136],"lighting":[139],"system":[140,174,183],"Building.":[144],"It":[145],"aims":[146],"minimize":[148],"costs":[149,194],"subject":[150],"Quality":[153],"Service":[155],"constraint":[156],"by":[157],"leveraging":[158],"Markov":[160],"Decision":[161],"Process":[162],"Q-learning":[164],"adaptation,":[165],"which":[166],"adjusts":[167],"based":[168],"life":[171],"cycle":[172],"components.":[175],"The":[176],"results":[177],"demonstrate":[178],"that,":[179],"even":[180],"limited":[182],"data,":[184],"meeting":[185],"defined":[186],"quality":[187],"service":[189],"standards":[190],"minimizing":[192],"is":[195],"feasible.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
