{"id":"https://openalex.org/W2067006532","doi":"https://doi.org/10.1109/ijcnn.2014.6889463","title":"Control of methylamine removal reactor using neural network based model predictive control","display_name":"Control of methylamine removal reactor using neural network based model predictive control","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W2067006532","doi":"https://doi.org/10.1109/ijcnn.2014.6889463","mag":"2067006532"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2014.6889463","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2014.6889463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Joint Conference on Neural Networks (IJCNN)","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/A5110380530","display_name":"Long Liu","orcid":"https://orcid.org/0009-0002-5206-5853"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liu Zhi Long","raw_affiliation_strings":["School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","Sch. of Autom. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Sch. of Autom. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100681120","display_name":"Feng Yang","orcid":"https://orcid.org/0000-0001-9469-4901"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]},{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Feng","raw_affiliation_strings":["School of Automation, Chongqing University of Post and Telecommunications, China","Sch. of Autom. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Post and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Sch. of Autom. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102126779","display_name":"Zhou Jun","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Ke Jun","raw_affiliation_strings":["School of Automation, Chongqing University of Post and Telecommunications, 400065, China","Sch. of Autom., Chongqing Univ. of Post & Telecommun., Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Chongqing University of Post and Telecommunications, 400065, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Sch. of Autom., Chongqing Univ. of Post & Telecommun., Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100871635","display_name":"Xu Mei","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Mei","raw_affiliation_strings":["School of Energy Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","Sch. of Energy Sci. & Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Energy Science and Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"Sch. of Energy Sci. & Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5110380530"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14928799,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"374","last_page":"381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9998000264167786,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9998000264167786,"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/T11081","display_name":"Advanced Control Systems Design","score":0.9868999719619751,"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/T10932","display_name":"Microbial Metabolic Engineering and Bioproduction","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.8071893453598022},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.7734202742576599},{"id":"https://openalex.org/keywords/pid-controller","display_name":"PID controller","score":0.7634872198104858},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.6415359973907471},{"id":"https://openalex.org/keywords/methylamine","display_name":"Methylamine","score":0.6390541791915894},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.616817057132721},{"id":"https://openalex.org/keywords/process-control","display_name":"Process control","score":0.5406936407089233},{"id":"https://openalex.org/keywords/continuous-stirred-tank-reactor","display_name":"Continuous stirred-tank reactor","score":0.5360503792762756},{"id":"https://openalex.org/keywords/temperature-control","display_name":"Temperature control","score":0.5026710033416748},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45943066477775574},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4177926480770111},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4132683277130127},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3480744957923889},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2730400860309601},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.22272902727127075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13888803124427795},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.10969123244285583},{"id":"https://openalex.org/keywords/chemical-engineering","display_name":"Chemical engineering","score":0.08407622575759888}],"concepts":[{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.8071893453598022},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7734202742576599},{"id":"https://openalex.org/C47116090","wikidata":"https://www.wikidata.org/wiki/Q716829","display_name":"PID controller","level":3,"score":0.7634872198104858},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6415359973907471},{"id":"https://openalex.org/C2778969155","wikidata":"https://www.wikidata.org/wiki/Q409304","display_name":"Methylamine","level":2,"score":0.6390541791915894},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.616817057132721},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.5406936407089233},{"id":"https://openalex.org/C67334161","wikidata":"https://www.wikidata.org/wiki/Q457904","display_name":"Continuous stirred-tank reactor","level":2,"score":0.5360503792762756},{"id":"https://openalex.org/C536315585","wikidata":"https://www.wikidata.org/wiki/Q7698332","display_name":"Temperature control","level":2,"score":0.5026710033416748},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45943066477775574},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4177926480770111},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4132683277130127},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3480744957923889},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2730400860309601},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.22272902727127075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13888803124427795},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.10969123244285583},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.08407622575759888},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2014.6889463","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2014.6889463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8399999737739563,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1963618207","https://openalex.org/W1975061563","https://openalex.org/W1979216324","https://openalex.org/W1993027059","https://openalex.org/W2005177243","https://openalex.org/W2006489199","https://openalex.org/W2009290566","https://openalex.org/W2023435054","https://openalex.org/W2032844816","https://openalex.org/W2039992615","https://openalex.org/W2040871402","https://openalex.org/W2048779502","https://openalex.org/W2068484625","https://openalex.org/W2071620887","https://openalex.org/W2073210704","https://openalex.org/W2086271726","https://openalex.org/W2094710717","https://openalex.org/W2112408600","https://openalex.org/W2123833592","https://openalex.org/W2132267451","https://openalex.org/W2134673975","https://openalex.org/W2150281412","https://openalex.org/W2160612335","https://openalex.org/W2514969914","https://openalex.org/W4245176872","https://openalex.org/W6660872726"],"related_works":["https://openalex.org/W2041424511","https://openalex.org/W3153482221","https://openalex.org/W2356141578","https://openalex.org/W2241910713","https://openalex.org/W2275843868","https://openalex.org/W3115159690","https://openalex.org/W2070018804","https://openalex.org/W1713075761","https://openalex.org/W2060165215","https://openalex.org/W2186491193"],"abstract_inverted_index":{"Methylamine":[0],"(MA)":[1],"removal":[2,29,123,168],"process":[3,37,60,69],"using":[4],"mixed":[5,18],"bacteria":[6,19],"strains":[7,20],"depends":[8],"highly":[9],"on":[10],"constant":[11],"temperature":[12,120],"(303":[13],"K),":[14],"at":[15],"which":[16],"the":[17,48,63,67,79,91,98,102,119,126,138,153,159,164],"provide":[21],"highest":[22],"activity":[23],"in":[24,94,129,163],"removing":[25],"MA.":[26],"Controlling":[27],"MA":[28,122,167],"reactor":[30,124],"is":[31,55,87,150,156],"extremely":[32],"difficult":[33],"for":[34],"its":[35],"inherent":[36],"nonlinearities":[38],"and":[39,43,73,76,125,132,137],"complex":[40],"reaction":[41],"kinetics":[42],"other":[44],"uncertain":[45],"factors.":[46],"In":[47,104],"designed":[49],"approach,":[50],"a":[51,58,107],"network":[52,109],"predicted":[53],"model":[54],"trained":[56],"as":[57],"nonlinear":[59],"to":[61,71,89,96,117,158],"predict":[62],"future":[64],"output":[65,77,100],"of":[66,101,121,141,166],"controlled":[68],"according":[70],"current":[72],"previous":[74],"input":[75],"over":[78],"specified":[80],"horizon.":[81],"The":[82],"advanced":[83],"predictive":[84,111],"control":[85,112,118,165],"strategy":[86],"used":[88],"minimize":[90],"cost":[92],"function":[93],"order":[95],"calculate":[97],"optimal":[99],"controller.":[103,148],"this":[105],"work,":[106],"neural":[108],"based":[110],"(NNMPC)":[113],"algorithm":[114],"was":[115,135,143],"implemented":[116],"controller":[127,162],"performance":[128,139,155],"set-point":[130],"tracking":[131],"disturbance":[133],"rejection":[134],"investigated,":[136],"results":[140],"NNMPC":[142,154],"compared":[144],"with":[145],"conventional":[146,160],"PID":[147,161],"It":[149],"concluded":[151],"that":[152],"superior":[157],"reactor.":[169]},"counts_by_year":[],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}