{"id":"https://openalex.org/W3092359385","doi":"https://doi.org/10.1109/safeprocess45799.2019.9213400","title":"CNN based process monitoring of spatially distributed system","display_name":"CNN based process monitoring of spatially distributed system","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W3092359385","doi":"https://doi.org/10.1109/safeprocess45799.2019.9213400","mag":"3092359385"},"language":"en","primary_location":{"id":"doi:10.1109/safeprocess45799.2019.9213400","is_oa":false,"landing_page_url":"https://doi.org/10.1109/safeprocess45799.2019.9213400","pdf_url":null,"source":{"id":"https://openalex.org/S4306498460","display_name":"2019 CAA Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 CAA Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS)","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/A5002542415","display_name":"Fangyuan Ma","orcid":"https://orcid.org/0000-0001-5240-9877"},"institutions":[{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fangyuan Ma","raw_affiliation_strings":["Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China","institution_ids":["https://openalex.org/I75390827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046039901","display_name":"Dexi Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135812","display_name":"Sinochem Group (China)","ror":"https://ror.org/03x8vck69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210135812"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dexi Lin","raw_affiliation_strings":["Sinochem Quanzhou Petrochemical Co., Ltd, Quanzhou, China"],"affiliations":[{"raw_affiliation_string":"Sinochem Quanzhou Petrochemical Co., Ltd, Quanzhou, China","institution_ids":["https://openalex.org/I4210135812"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033668657","display_name":"Jingtao Zhong","orcid":"https://orcid.org/0000-0001-7977-2043"},"institutions":[{"id":"https://openalex.org/I4210135812","display_name":"Sinochem Group (China)","ror":"https://ror.org/03x8vck69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210135812"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingtao Zhong","raw_affiliation_strings":["Sinochem Quanzhou Petrochemical Co., Ltd, Quanzhou, China"],"affiliations":[{"raw_affiliation_string":"Sinochem Quanzhou Petrochemical Co., Ltd, Quanzhou, China","institution_ids":["https://openalex.org/I4210135812"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111824740","display_name":"Xianyao Han","orcid":"https://orcid.org/0009-0004-4534-1367"},"institutions":[{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianyao Han","raw_affiliation_strings":["Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China","institution_ids":["https://openalex.org/I75390827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005633735","display_name":"Jingde Wang","orcid":"https://orcid.org/0000-0003-2170-5109"},"institutions":[{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingde Wang","raw_affiliation_strings":["Center for Process Simulation and Optimization, Beijing University of Chemical Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Process Simulation and Optimization, Beijing University of Chemical Technology, Beijing, China","institution_ids":["https://openalex.org/I75390827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007562690","display_name":"Wei Sun","orcid":"https://orcid.org/0000-0003-4027-3751"},"institutions":[{"id":"https://openalex.org/I75390827","display_name":"Beijing University of Chemical Technology","ror":"https://ror.org/00df5yc52","country_code":"CN","type":"education","lineage":["https://openalex.org/I75390827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Sun","raw_affiliation_strings":["Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Key Lab of Membrane Science and Technology, Beijing University of Chemical Technology, Beijing, China","institution_ids":["https://openalex.org/I75390827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002542415"],"corresponding_institution_ids":["https://openalex.org/I75390827"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.27350695,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"695","last_page":"700"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9998999834060669,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9998999834060669,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.9965999722480774,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/autocorrelation","display_name":"Autocorrelation","score":0.7581400871276855},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.652899980545044},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6512433290481567},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6360562443733215},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.49978017807006836},{"id":"https://openalex.org/keywords/process-control","display_name":"Process control","score":0.47755369544029236},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4476010799407959},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.4295508861541748},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.4182014465332031},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4146439731121063},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.345161110162735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32315731048583984},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20139938592910767},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12841802835464478}],"concepts":[{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.7581400871276855},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.652899980545044},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6512433290481567},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6360562443733215},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.49978017807006836},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.47755369544029236},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4476010799407959},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4295508861541748},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.4182014465332031},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4146439731121063},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.345161110162735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32315731048583984},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20139938592910767},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12841802835464478},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/safeprocess45799.2019.9213400","is_oa":false,"landing_page_url":"https://doi.org/10.1109/safeprocess45799.2019.9213400","pdf_url":null,"source":{"id":"https://openalex.org/S4306498460","display_name":"2019 CAA Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 CAA Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1966863755","https://openalex.org/W2163605009","https://openalex.org/W2194542308","https://openalex.org/W2252403014","https://openalex.org/W2300242332","https://openalex.org/W2605516844","https://openalex.org/W2606004785","https://openalex.org/W2626923521","https://openalex.org/W2762685704","https://openalex.org/W2784272016","https://openalex.org/W2886243431","https://openalex.org/W2886591095","https://openalex.org/W3098900881","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W747394405","https://openalex.org/W1987236514","https://openalex.org/W174653542","https://openalex.org/W2381153750","https://openalex.org/W2041235277","https://openalex.org/W2088220880","https://openalex.org/W2022021973","https://openalex.org/W122018179","https://openalex.org/W2058740861","https://openalex.org/W2530088135"],"abstract_inverted_index":{"With":[0],"the":[1,23,33,43,99,141],"wide":[2],"use":[3],"of":[4,14,25,37,127],"distribution":[5],"control":[6],"system":[7],"(DCS)":[8],"in":[9,49,54,65,69,84],"process":[10,27,112,142],"industry,":[11],"large":[12],"amount":[13],"data":[15,38],"have":[16,20],"been":[17,46,80],"collected,":[18],"which":[19,70,78],"greatly":[21],"accelerated":[22],"development":[24],"data-driven":[26],"monitoring":[28,113],"methods.":[29],"In":[30,87],"these":[31,55],"methods,":[32],"autocorrelation":[34,107],"and":[35,61,108],"cross-correlation":[36,44],"are":[39,63,75],"mainly":[40],"considered,":[41],"especially":[42],"has":[45],"intensively":[47],"investigated":[48,132],"last":[50],"several":[51],"decades.":[52],"However,":[53],"chemical":[56],"production":[57,129],"processes,":[58],"most":[59],"transfer":[60],"reaction":[62],"conducted":[64],"a":[66,90,134],"three-dimensional":[67],"equipment,":[68],"some":[71],"key":[72],"performance":[73],"indicators":[74],"spatially":[76],"distributed,":[77],"hasn't":[79],"paid":[81],"special":[82],"attention":[83],"previous":[85],"study.":[86,136],"this":[88,120],"work,":[89],"convolutional":[91,121],"neural":[92,122],"network":[93],"model":[94,114],"is":[95,115,131],"established":[96,117],"to":[97],"extract":[98],"spatial":[100],"correlation":[101],"among":[102],"variables":[103],"together":[104],"with":[105],"their":[106],"cross":[109],"correlation.":[110],"A":[111,124],"then":[116],"based":[118],"on":[119],"network.":[123],"pre-reforming":[125],"reactor":[126],"hydrogen":[128],"units":[130],"as":[133],"case":[135],"The":[137],"results":[138],"show":[139],"that":[140],"deviation":[143],"can":[144],"be":[145],"detected":[146],"at":[147],"least":[148],"3":[149],"hours":[150],"earlier":[151],"than":[152],"human":[153],"operator.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
