{"id":"https://openalex.org/W7166347359","doi":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","title":"REINFORCEMENT LEARNING\u2013DRIVEN CONTROL STRATEGIES FOR SMART MANUFACTURING SYSTEMS","display_name":"REINFORCEMENT LEARNING\u2013DRIVEN CONTROL STRATEGIES FOR SMART MANUFACTURING SYSTEMS","publication_year":2026,"publication_date":"2026-06-27","ids":{"openalex":"https://openalex.org/W7166347359","doi":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204"},"language":"en","primary_location":{"id":"doi:10.55452/1998-6688-2026-23-2-187-204","doi":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","is_oa":true,"landing_page_url":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","pdf_url":"https://vestnik.kbtu.edu.kz/jour/article/download/2897/752","source":{"id":"https://openalex.org/S4220651845","display_name":"Herald of Kazakh-British technical university","issn_l":"1998-6688","issn":["1998-6688","2959-8109"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Herald of the Kazakh-British Technical University","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://vestnik.kbtu.edu.kz/jour/article/download/2897/752","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042712963","display_name":"\u0417\u0430\u0440\u0438\u043d\u0430 \u0421\u0430\u043c\u0438\u0433\u0443\u043b\u0438\u043d\u0430","orcid":"https://orcid.org/0000-0002-5862-6415","observed_orcids":["https://orcid.org/0000-0002-5862-6415"]},"institutions":[{"id":"https://openalex.org/I171571821","display_name":"Kazakh-British Technical University","ror":"https://ror.org/01rn0fp76","country_code":"KZ","type":"education","lineage":["https://openalex.org/I171571821"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Z. I. Samigulina","raw_affiliation_strings":["Kazakh-British Technical University"],"raw_orcid":"https://orcid.org/0000-0002-5862-6415","affiliations":[{"raw_affiliation_string":"Kazakh-British Technical University","institution_ids":["https://openalex.org/I171571821"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119553638","display_name":"B. Dyussenkulova","orcid":"https://orcid.org/0009-0001-2788-6521","observed_orcids":["https://orcid.org/0009-0001-2788-6521"]},"institutions":[{"id":"https://openalex.org/I171571821","display_name":"Kazakh-British Technical University","ror":"https://ror.org/01rn0fp76","country_code":"KZ","type":"education","lineage":["https://openalex.org/I171571821"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"B. Z. Dyussenkulova","raw_affiliation_strings":["Kazakh-British Technical University"],"raw_orcid":"https://orcid.org/0009-0001-2788-6521","affiliations":[{"raw_affiliation_string":"Kazakh-British Technical University","institution_ids":["https://openalex.org/I171571821"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117317698","display_name":"Diana Butakova","orcid":"https://orcid.org/0009-0006-8151-4928","observed_orcids":["https://orcid.org/0009-0006-8151-4928"]},"institutions":[{"id":"https://openalex.org/I171571821","display_name":"Kazakh-British Technical University","ror":"https://ror.org/01rn0fp76","country_code":"KZ","type":"education","lineage":["https://openalex.org/I171571821"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"D. A. Butakova","raw_affiliation_strings":["Kazakh-British Technical University"],"raw_orcid":"https://orcid.org/0009-0006-8151-4928","affiliations":[{"raw_affiliation_string":"Kazakh-British Technical University","institution_ids":["https://openalex.org/I171571821"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I171571821"],"apc_list":null,"apc_paid":null,"fwci":2.1296,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80802257,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"23","issue":"2","first_page":"187","last_page":"204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.3366999924182892,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10763","display_name":"Digital Transformation in Industry","score":0.3366999924182892,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T14474","display_name":"Industrial Technology and Control Systems","score":0.1590999960899353,"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/T13344","display_name":"Industrial Automation and Control Systems","score":0.155799999833107,"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":0.9580000042915344},{"id":"https://openalex.org/keywords/smart-manufacturing","display_name":"smart manufacturing","score":0.7900000214576721},{"id":"https://openalex.org/keywords/proximal-policy-optimization","display_name":"proximal policy optimization","score":0.890999972820282},{"id":"https://openalex.org/keywords/deep-q-network","display_name":"deep Q-network","score":0.9480000138282776},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8320000171661377},{"id":"https://openalex.org/keywords/sequential-function-chart","display_name":"sequential function charts","score":0.9279999732971191},{"id":"https://openalex.org/keywords/industrial-process-control","display_name":"industrial process control","score":0.6010000109672546},{"id":"https://openalex.org/keywords/fault-diagnosis","display_name":"fault diagnosis","score":0.382999986410141}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6643999814987183},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6424999833106995},{"id":"https://openalex.org/C170806853","wikidata":"https://www.wikidata.org/wiki/Q2746099","display_name":"Gemma","level":2,"score":0.628600001335144},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5795999765396118},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5213000178337097},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.49459999799728394},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4453999996185303},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3984000086784363},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.388700008392334},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3449000120162964},{"id":"https://openalex.org/C2988642114","wikidata":"https://www.wikidata.org/wiki/Q25112020","display_name":"Smart manufacturing","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3255000114440918},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32120001316070557},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.2973000109195709},{"id":"https://openalex.org/C40071531","wikidata":"https://www.wikidata.org/wiki/Q2513962","display_name":"Industrial control system","level":3,"score":0.2849000096321106},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C82327864","wikidata":"https://www.wikidata.org/wiki/Q835100","display_name":"Intelligent control","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.2754000127315521},{"id":"https://openalex.org/C2780682718","wikidata":"https://www.wikidata.org/wiki/Q16321575","display_name":"Production control","level":3,"score":0.2734000086784363},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C175700187","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.55452/1998-6688-2026-23-2-187-204","doi":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","is_oa":true,"landing_page_url":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","pdf_url":"https://vestnik.kbtu.edu.kz/jour/article/download/2897/752","source":{"id":"https://openalex.org/S4220651845","display_name":"Herald of Kazakh-British technical university","issn_l":"1998-6688","issn":["1998-6688","2959-8109"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Herald of the Kazakh-British Technical University","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.55452/1998-6688-2026-23-2-187-204","doi":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","is_oa":true,"landing_page_url":"https://doi.org/10.55452/1998-6688-2026-23-2-187-204","pdf_url":"https://vestnik.kbtu.edu.kz/jour/article/download/2897/752","source":{"id":"https://openalex.org/S4220651845","display_name":"Herald of Kazakh-British technical university","issn_l":"1998-6688","issn":["1998-6688","2959-8109"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Herald of the Kazakh-British Technical University","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7207000255584717,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166347359.pdf","grobid_xml":"https://content.openalex.org/works/W7166347359.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W3022604663","https://openalex.org/W3025333243","https://openalex.org/W3037694644","https://openalex.org/W3041067791","https://openalex.org/W3041382148","https://openalex.org/W3088991213","https://openalex.org/W3117956001","https://openalex.org/W3143381390","https://openalex.org/W3145603238","https://openalex.org/W3194079519","https://openalex.org/W4212772567","https://openalex.org/W4214853082","https://openalex.org/W4221055704","https://openalex.org/W4224320362","https://openalex.org/W4224865604","https://openalex.org/W4229446766","https://openalex.org/W4284977281","https://openalex.org/W4287713698","https://openalex.org/W4315782991","https://openalex.org/W4366771226","https://openalex.org/W4391823623","https://openalex.org/W4400131289","https://openalex.org/W4401232775","https://openalex.org/W4401972351","https://openalex.org/W4402276117","https://openalex.org/W4403625968","https://openalex.org/W4406072898","https://openalex.org/W4406495855","https://openalex.org/W4407177550","https://openalex.org/W4407454675","https://openalex.org/W4407948454","https://openalex.org/W4408116629","https://openalex.org/W4408482808","https://openalex.org/W4409349694","https://openalex.org/W4409814779","https://openalex.org/W4413488541"],"related_works":["https://openalex.org/W4414028377","https://openalex.org/W7214534154","https://openalex.org/W55081677","https://openalex.org/W3172545464","https://openalex.org/W3013000204","https://openalex.org/W2132056847","https://openalex.org/W2709619902","https://openalex.org/W7074124348","https://openalex.org/W2101553876","https://openalex.org/W2136400753"],"abstract_inverted_index":{"Nowadays,":[0],"the":[1,26,49,67,89,109],"creation":[2],"of":[3,28,45,82,88,108],"smart":[4],"manufacturing":[5,19],"systems":[6],"has":[7],"high":[8],"importance.":[9],"Neural":[10],"networks":[11,30,84],"have":[12],"been":[13],"widely":[14],"applied":[15],"to":[16,25,114],"solve":[17],"complex":[18],"challenges.":[20],"The":[21,60,106],"paper":[22],"is":[23,64,92],"devoted":[24],"study":[27],"neural":[29,83],"with":[31],"reinforcement":[32],"learning":[33],"as":[34],"PPO":[35],"(Proximal":[36],"Policy":[37],"Optimization),":[38],"DQN":[39],"(Deep":[40],"Q-network)":[41],"for":[42,76,118],"state":[43],"diagnosis":[44],"industrial":[46,119],"equipment":[47],"within":[48],"GEMMA":[50,61,90],"(Guide":[51],"d\u2019Etude":[52],"des":[53],"Modes":[54],"de":[55],"Marche":[56],"er":[57],"d\u2019Arret)":[58],"model.":[59],"French":[62],"approach":[63],"established":[65],"on":[66,101],"SFC":[68],"(Sequential":[69],"Function":[70],"Charts)":[71],"language":[72],"and":[73,95,103],"includes":[74],"standards":[75],"controlling":[77],"technical":[78],"processes.":[79],"An":[80],"application":[81],"in":[85],"area":[86],"D":[87],"model":[91],"introduced.":[93],"Modelling":[94],"experimental":[96,104],"results":[97,117],"were":[98],"conducted":[99],"based":[100],"synthetic":[102],"datasets.":[105],"implementation":[107],"architecture":[110],"considered":[111],"allows":[112],"us":[113],"achieve":[115],"reliable":[116],"data.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-06-28T00:00:00"}
