{"id":"https://openalex.org/W4415707231","doi":"https://doi.org/10.1109/tase.2025.3625849","title":"Model Predictive Control of PVC Polymerization Temperature Based on the Koopman Operator Extracted From Feedforward Neural Network","display_name":"Model Predictive Control of PVC Polymerization Temperature Based on the Koopman Operator Extracted From Feedforward Neural Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415707231","doi":"https://doi.org/10.1109/tase.2025.3625849"},"language":null,"primary_location":{"id":"doi:10.1109/tase.2025.3625849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2025.3625849","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Automation Science and Engineering","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/A5058298104","display_name":"Sen Gao","orcid":"https://orcid.org/0009-0007-3509-8406"},"institutions":[{"id":"https://openalex.org/I48780066","display_name":"Shenyang University of Chemical Technology","ror":"https://ror.org/03dbpdh75","country_code":"CN","type":"education","lineage":["https://openalex.org/I48780066"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuzhi Gao","raw_affiliation_strings":["Equipment Reliability Institute, Shenyang University of Chemical Technology, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"Equipment Reliability Institute, Shenyang University of Chemical Technology, Shenyang, China","institution_ids":["https://openalex.org/I48780066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101121002","display_name":"Han Mu","orcid":null},"institutions":[{"id":"https://openalex.org/I48780066","display_name":"Shenyang University of Chemical Technology","ror":"https://ror.org/03dbpdh75","country_code":"CN","type":"education","lineage":["https://openalex.org/I48780066"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Mu","raw_affiliation_strings":["College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, China","institution_ids":["https://openalex.org/I48780066"]}]},{"author_position":"last","author":{"id":null,"display_name":"Tianchi Li","orcid":"https://orcid.org/0009-0000-1195-7084"},"institutions":[{"id":"https://openalex.org/I48780066","display_name":"Shenyang University of Chemical Technology","ror":"https://ror.org/03dbpdh75","country_code":"CN","type":"education","lineage":["https://openalex.org/I48780066"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianchi Li","raw_affiliation_strings":["Equipment Reliability Institute, Shenyang University of Chemical Technology, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"Equipment Reliability Institute, Shenyang University of Chemical Technology, Shenyang, China","institution_ids":["https://openalex.org/I48780066"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058298104"],"corresponding_institution_ids":["https://openalex.org/I48780066"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27118709,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":null,"first_page":"23455","last_page":"23464"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13171","display_name":"Polymer Science and PVC","score":0.29980000853538513,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13171","display_name":"Polymer Science and PVC","score":0.29980000853538513,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.23549999296665192,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.22300000488758087,"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/polymerization","display_name":"Polymerization","score":0.76910001039505},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.7484999895095825},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.6014000177383423},{"id":"https://openalex.org/keywords/feed-forward","display_name":"Feed forward","score":0.595300018787384},{"id":"https://openalex.org/keywords/feedforward-neural-network","display_name":"Feedforward neural network","score":0.5896000266075134},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5778999924659729},{"id":"https://openalex.org/keywords/temperature-control","display_name":"Temperature control","score":0.5594000220298767},{"id":"https://openalex.org/keywords/polyvinyl-chloride","display_name":"Polyvinyl chloride","score":0.5184000134468079}],"concepts":[{"id":"https://openalex.org/C44228677","wikidata":"https://www.wikidata.org/wiki/Q181898","display_name":"Polymerization","level":3,"score":0.76910001039505},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7484999895095825},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.6014000177383423},{"id":"https://openalex.org/C38858127","wikidata":"https://www.wikidata.org/wiki/Q5441228","display_name":"Feed forward","level":2,"score":0.595300018787384},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.5896000266075134},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5778999924659729},{"id":"https://openalex.org/C536315585","wikidata":"https://www.wikidata.org/wiki/Q7698332","display_name":"Temperature control","level":2,"score":0.5594000220298767},{"id":"https://openalex.org/C2776866176","wikidata":"https://www.wikidata.org/wiki/Q146368","display_name":"Polyvinyl chloride","level":2,"score":0.5184000134468079},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.47690001130104065},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4472000002861023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4262000024318695},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.42340001463890076},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3815999925136566},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.34940001368522644},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3301999866962433},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.30399999022483826},{"id":"https://openalex.org/C51297928","wikidata":"https://www.wikidata.org/wiki/Q7001207","display_name":"Network synthesis filters","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C67334161","wikidata":"https://www.wikidata.org/wiki/Q457904","display_name":"Continuous stirred-tank reactor","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C200113979","wikidata":"https://www.wikidata.org/wiki/Q3262188","display_name":"Solution polymerization","level":4,"score":0.28610000014305115},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.2639000117778778}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tase.2025.3625849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2025.3625849","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Automation Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8122191813","display_name":null,"funder_award_id":"52275156","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1591018827","https://openalex.org/W1593173919","https://openalex.org/W1978008165","https://openalex.org/W1982176344","https://openalex.org/W2014356541","https://openalex.org/W2024934138","https://openalex.org/W2041541463","https://openalex.org/W2065711188","https://openalex.org/W2141352581","https://openalex.org/W2164954534","https://openalex.org/W2398515243","https://openalex.org/W2606734051","https://openalex.org/W2777417212","https://openalex.org/W2955333424","https://openalex.org/W3194366730","https://openalex.org/W4225912419","https://openalex.org/W4238160257","https://openalex.org/W4312795064","https://openalex.org/W4366777488","https://openalex.org/W4372218888","https://openalex.org/W4376273289","https://openalex.org/W4387426511","https://openalex.org/W4393053788","https://openalex.org/W4396766460","https://openalex.org/W4405599328"],"related_works":[],"abstract_inverted_index":{"Due":[0],"to":[1,32,42,85,113],"the":[2,5,44,67,87,91,95,101,105,115,118,134,145,152,155],"fact":[3],"that":[4],"Polyvinyl":[6],"Chloride":[7],"(PVC)":[8],"polymerization":[9,63,97,107,120,157],"process":[10,15],"is":[11],"a":[12,52,55,81,130],"time-varying,":[13],"nonlinear":[14],"with":[16],"large":[17],"time":[18],"delays,":[19],"there":[20],"are":[21],"many":[22],"uncertainties":[23],"and":[24,70,139],"external":[25],"disturbances":[26],"during":[27],"production,":[28],"making":[29],"it":[30,110],"difficult":[31],"establish":[33],"precise":[34],"mathematical":[35],"models.":[36],"Traditional":[37],"control":[38,45,114],"methods":[39],"often":[40],"fail":[41],"meet":[43],"requirements":[46],"under":[47],"such":[48],"circumstances.":[49],"Therefore,":[50],"from":[51,90],"data-driven":[53,137],"perspective,":[54],"Model":[56],"Predictive":[57],"Control":[58],"(MPC)":[59],"method":[60,78,123,149],"for":[61],"PVC":[62,96,106,119,156],"temperature":[64,92,116,153],"based":[65],"on":[66],"Koopman":[68,88],"Operator":[69,89],"Feedforward":[71,82],"Neural":[72,83],"Networks":[73],"has":[74],"been":[75],"proposed.":[76],"This":[77,122],"first":[79],"uses":[80],"Network(FNN)":[84],"extract":[86],"data":[93],"of":[94,104,117,133,147,154],"process,":[98],"thereby":[99],"constructing":[100],"state-space":[102],"equation":[103],"process.":[108,121],"Finally,":[109],"employs":[111],"MPC":[112],"does":[124],"not":[125],"require":[126],"prior":[127],"knowledge":[128],"or":[129],"mechanistic":[131],"model":[132],"system,":[135],"achieving":[136],"modeling":[138],"control.":[140],"Simulation":[141],"results":[142],"have":[143],"confirmed":[144],"effectiveness":[146],"this":[148],"in":[150],"controlling":[151],"reaction.":[158]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-30T00:00:00"}
