{"id":"https://openalex.org/W4284893336","doi":"https://doi.org/10.1109/icphm53196.2022.9815668","title":"Reinforcement Learning based on Stochastic Dynamic Programming for Condition-based Maintenance of Deteriorating Production Processes","display_name":"Reinforcement Learning based on Stochastic Dynamic Programming for Condition-based Maintenance of Deteriorating Production Processes","publication_year":2022,"publication_date":"2022-06-06","ids":{"openalex":"https://openalex.org/W4284893336","doi":"https://doi.org/10.1109/icphm53196.2022.9815668"},"language":"en","primary_location":{"id":"doi:10.1109/icphm53196.2022.9815668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm53196.2022.9815668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Prognostics and Health Management (ICPHM)","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/A5080393859","display_name":"Hasan Rasay","orcid":"https://orcid.org/0000-0001-9774-5671"},"institutions":[{"id":"https://openalex.org/I4210151845","display_name":"Kermanshah University of Technology","ror":"https://ror.org/05hkxne09","country_code":"IR","type":"education","lineage":["https://openalex.org/I4210151845"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Hasan Rasay","raw_affiliation_strings":["Kermanshah University of Technology,Department of Industrial Engineering,Kermanshah,Iran","Department of Industrial Engineering, Kermanshah University of Technology, Kermanshah, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kermanshah University of Technology,Department of Industrial Engineering,Kermanshah,Iran","institution_ids":["https://openalex.org/I4210151845"]},{"raw_affiliation_string":"Department of Industrial Engineering, Kermanshah University of Technology, Kermanshah, Iran","institution_ids":["https://openalex.org/I4210151845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089551127","display_name":"Farnoosh Naderkhani","orcid":"https://orcid.org/0000-0003-1808-4073"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Farnoosh Naderkhani","raw_affiliation_strings":["Concordia University,Canada","Concordia University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia University, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108572835","display_name":"Amir Mohammad Golmohammadi","orcid":null},"institutions":[{"id":"https://openalex.org/I35510649","display_name":"Arak University","ror":"https://ror.org/00ngrq502","country_code":"IR","type":"education","lineage":["https://openalex.org/I35510649"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Amir Mohammad Golmohammadi","raw_affiliation_strings":["Arak University,Arak,Iran","Arak University, Arak, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arak University,Arak,Iran","institution_ids":["https://openalex.org/I35510649"]},{"raw_affiliation_string":"Arak University, Arak, Iran","institution_ids":["https://openalex.org/I35510649"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080393859"],"corresponding_institution_ids":["https://openalex.org/I4210151845"],"apc_list":null,"apc_paid":null,"fwci":0.6075,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.65386828,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"17","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14011","display_name":"Elevator Systems and Control","score":0.9894000291824341,"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":0.9894000291824341,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9671000242233276,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8366403579711914},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7696069478988647},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6840006113052368},{"id":"https://openalex.org/keywords/dynamic-programming","display_name":"Dynamic programming","score":0.6238169074058533},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5596543550491333},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5528256893157959},{"id":"https://openalex.org/keywords/preventive-maintenance","display_name":"Preventive maintenance","score":0.5078147053718567},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.5018866062164307},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.492452472448349},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.48746609687805176},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.48084744811058044},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4667416214942932},{"id":"https://openalex.org/keywords/optimal-maintenance","display_name":"Optimal maintenance","score":0.4518697261810303},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.41220131516456604},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3155689239501953},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2981188893318176},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23938944935798645},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12477979063987732},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09898236393928528}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8366403579711914},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7696069478988647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6840006113052368},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.6238169074058533},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5596543550491333},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5528256893157959},{"id":"https://openalex.org/C24090081","wikidata":"https://www.wikidata.org/wiki/Q1043452","display_name":"Preventive maintenance","level":2,"score":0.5078147053718567},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.5018866062164307},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.492452472448349},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.48746609687805176},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.48084744811058044},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4667416214942932},{"id":"https://openalex.org/C2776671899","wikidata":"https://www.wikidata.org/wiki/Q7098945","display_name":"Optimal maintenance","level":2,"score":0.4518697261810303},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.41220131516456604},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3155689239501953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2981188893318176},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23938944935798645},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12477979063987732},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09898236393928528},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icphm53196.2022.9815668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm53196.2022.9815668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2024370523","https://openalex.org/W2033201429","https://openalex.org/W2037325790","https://openalex.org/W2079470286","https://openalex.org/W2287517642","https://openalex.org/W2765728707","https://openalex.org/W2804880271","https://openalex.org/W3033271224","https://openalex.org/W3035804139","https://openalex.org/W3154957311","https://openalex.org/W3174959864","https://openalex.org/W3184770056","https://openalex.org/W3201000358","https://openalex.org/W4254512327","https://openalex.org/W4301429316","https://openalex.org/W6670204061","https://openalex.org/W6750464352"],"related_works":["https://openalex.org/W2808418668","https://openalex.org/W2377532696","https://openalex.org/W4366278346","https://openalex.org/W2357975469","https://openalex.org/W2101748387","https://openalex.org/W2389299234","https://openalex.org/W2096817349","https://openalex.org/W2069611285","https://openalex.org/W3096874164","https://openalex.org/W2052364065"],"abstract_inverted_index":{"In":[0],"this":[1,177],"paper,":[2],"a":[3,14,33,46,141],"stochastic":[4,165],"dynamic":[5,166],"programming":[6,167],"model":[7],"is":[8,30,84,92,101,149,160,181],"developed":[9],"for":[10,36,64,155],"maintenance":[11,91],"planning":[12],"on":[13,130,140],"deteriorating":[15],"multistate":[16],"production":[17],"system.":[18,82],"The":[19,39],"quality":[20,124],"of":[21,24,57,89,119,125,152],"the":[22,51,55,65,69,76,81,87,90,97,99,111,117,123,126,131,134,147,150,156,163],"bath/lot":[23],"items":[25,127],"produced":[26,128],"in":[27],"each":[28,58,120],"stage":[29],"employed":[31,170],"as":[32,50],"condition":[34],"monitoring":[35],"condition-based":[37],"maintenance.":[38],"machine":[40],"has":[41],"m-1":[42],"operational":[43],"states":[44,106,113],"plus":[45],"non-operational":[47],"state":[48],"referred":[49],"failure":[52],"state.":[53],"At":[54],"start":[56],"stage,":[59,121],"four":[60],"actions":[61],"are":[62],"available":[63],"management:":[66],"(1)":[67],"renew":[68],"system;":[70],"(2)":[71],"implement":[72],"maintenance;":[73],"(3)":[74],"continue":[75],"production,":[77],"and":[78,122],"(4)":[79],"inspect":[80],"It":[83],"assumed":[85],"that":[86,162],"impact":[88],"imperfect":[93],"which":[94],"means":[95],"after":[96],"maintenance,":[98],"system":[100,112,132,135],"restored":[102],"to":[103,171],"any":[104],"non-worse":[105],"with":[107],"known":[108],"probabilities.":[109],"As":[110,146],"change":[114],"Markovianlly":[115],"at":[116],"end":[118],"depends":[129],"state,":[133],"can":[136,168],"be":[137,169],"modeled":[138],"based":[139],"Markov":[142],"decision":[143],"process":[144],"(MDP).":[145],"MDP":[148],"core":[151],"reinforcement":[153,173],"learning,":[154],"large-scale":[157],"problem,":[158],"it":[159],"discussed":[161],"proposed":[164],"develop":[172],"learning":[174],"algorithms.":[175],"To":[176],"end,":[178],"Q-learning":[179],"algorithm":[180],"proposed.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}