{"id":"https://openalex.org/W4404563404","doi":"https://doi.org/10.1109/tim.2024.3502880","title":"Interpretable Switching Deep Markov Model for Industrial Process Monitoring via Cloud-Edge Collaborative Framework","display_name":"Interpretable Switching Deep Markov Model for Industrial Process Monitoring via Cloud-Edge Collaborative Framework","publication_year":2024,"publication_date":"2024-11-20","ids":{"openalex":"https://openalex.org/W4404563404","doi":"https://doi.org/10.1109/tim.2024.3502880"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3502880","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3502880","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5050790764","display_name":"Qingkai Sui","orcid":"https://orcid.org/0000-0002-3483-3620"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingkai Sui","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740826","display_name":"Yalin Wang","orcid":"https://orcid.org/0000-0002-1876-7707"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yalin Wang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041553936","display_name":"Chenliang Liu","orcid":"https://orcid.org/0000-0003-2983-3105"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenliang Liu","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049939311","display_name":"Keke Huang","orcid":"https://orcid.org/0000-0003-3553-3424"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keke Huang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101971818","display_name":"Chunhua Yang","orcid":"https://orcid.org/0000-0002-3770-9887"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhua Yang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5050790764"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":null,"apc_paid":null,"fwci":2.5851,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.9058908,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.7360000014305115,"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":0.7360000014305115,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.725600004196167,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.7253999710083008,"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/cloud-computing","display_name":"Cloud computing","score":0.804899275302887},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.592746913433075},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5720295310020447},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5514881014823914},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5111837983131409},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.42971423268318176},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.41815710067749023},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35915517807006836},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33160340785980225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.313066691160202},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21112537384033203},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12683570384979248},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11822649836540222}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.804899275302887},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.592746913433075},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5720295310020447},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5514881014823914},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5111837983131409},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.42971423268318176},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.41815710067749023},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35915517807006836},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33160340785980225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.313066691160202},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21112537384033203},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12683570384979248},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11822649836540222},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3502880","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3502880","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G74403156","display_name":null,"funder_award_id":"92267205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1870381889","https://openalex.org/W2293710996","https://openalex.org/W2777815485","https://openalex.org/W2964232608","https://openalex.org/W3030801383","https://openalex.org/W3083648248","https://openalex.org/W3085198501","https://openalex.org/W3133540327","https://openalex.org/W3155206335","https://openalex.org/W3160361541","https://openalex.org/W3172536107","https://openalex.org/W4206094570","https://openalex.org/W4221019954","https://openalex.org/W4285177827","https://openalex.org/W4311216084","https://openalex.org/W4312641714","https://openalex.org/W4323022535","https://openalex.org/W4378190849","https://openalex.org/W4380519972","https://openalex.org/W4380635164","https://openalex.org/W4385516948","https://openalex.org/W4385574919","https://openalex.org/W4385627000","https://openalex.org/W4386737336","https://openalex.org/W4391854902","https://openalex.org/W4395069553","https://openalex.org/W4401878830","https://openalex.org/W4402389281","https://openalex.org/W6704097125","https://openalex.org/W6729282377","https://openalex.org/W6849122829"],"related_works":["https://openalex.org/W2053269318","https://openalex.org/W2364370872","https://openalex.org/W2097963413","https://openalex.org/W2294335174","https://openalex.org/W2025614924","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2413828414","https://openalex.org/W2367222340"],"abstract_inverted_index":{"In":[0],"modern":[1],"manufacturing,":[2],"the":[3,11,23,37,89,100,127,139,145,150,155,161],"stability":[4],"and":[5,20,74,85,165,176],"safety":[6],"of":[7,22,26,41,99,157,163],"production":[8],"processes.":[9],"However,":[10],"frequent":[12],"changes":[13],"in":[14,126],"industrial":[15,62,179,181],"conditions":[16,73],"necessitate":[17],"timely":[18],"updates":[19],"retraining":[21],"on-site":[24],"deployment":[25],"data-driven":[27],"process":[28,63],"monitoring":[29],"methods,":[30],"which":[31],"is":[32,109,119,134,170],"a":[33,113,130,173,177],"task":[34],"unattainable":[35],"with":[36],"limited":[38],"computational":[39],"resources":[40],"edge":[42,128],"devices.":[43],"To":[44],"address":[45],"this":[46,48],"issue,":[47],"article":[49],"proposes":[50],"an":[51],"interpretable":[52],"switching":[53,68],"deep":[54],"Markov":[55],"model":[56,107,114,118,131,140,146],"(ISDMM)-based":[57],"cloud-edge":[58,167],"collaborative":[59,168],"framework":[60,169],"for":[61],"monitoring.":[64],"ISDMM":[65,94,164],"defines":[66],"discrete":[67],"variables":[69],"that":[70],"represent":[71],"working":[72,91,123,152],"corresponding":[75],"multiple":[76],"transition":[77,80],"networks.":[78],"The":[79],"networks":[81],"are":[82],"concurrently":[83],"trained":[84],"switched":[86],"based":[87,148],"on":[88,149],"current":[90,151],"condition,":[92,153],"enabling":[93],"to":[95,111,121,136],"capture":[96],"different":[97,103],"dynamics":[98],"system":[101],"under":[102],"conditions.":[104,124],"Before":[105],"deployment,":[106],"simplification":[108],"performed":[110],"construct":[112],"base,":[115],"where":[116],"each":[117],"tailored":[120],"individual":[122],"Moreover,":[125],"layer,":[129],"update":[132],"strategy":[133],"designed":[135],"determine":[137],"whether":[138],"can":[141],"be":[142],"invoked":[143],"from":[144],"library":[147],"alleviating":[154],"burden":[156],"unnecessary":[158],"retraining.":[159],"Finally,":[160],"effectiveness":[162],"its":[166],"validated":[171],"through":[172],"numerical":[174],"example":[175],"real-world":[178],"process.":[180,182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}