{"id":"https://openalex.org/W4400946193","doi":"https://doi.org/10.23919/ecc64448.2024.10591045","title":"Data-driven Model Predictive Control of Nanoparticle Production in Modular Reactors","display_name":"Data-driven Model Predictive Control of Nanoparticle Production in Modular Reactors","publication_year":2024,"publication_date":"2024-06-25","ids":{"openalex":"https://openalex.org/W4400946193","doi":"https://doi.org/10.23919/ecc64448.2024.10591045"},"language":"en","primary_location":{"id":"doi:10.23919/ecc64448.2024.10591045","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/ecc64448.2024.10591045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 European Control Conference (ECC)","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/A5105015732","display_name":"Rohan Saswade","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Rohan Saswade","raw_affiliation_strings":["Dual Degree Programme in Cyber-Physical Systems Indian Institute of Technology Madras,Department of Biotechnology and is a student of Interdisciplinary,Chennai,India,600036"],"affiliations":[{"raw_affiliation_string":"Dual Degree Programme in Cyber-Physical Systems Indian Institute of Technology Madras,Department of Biotechnology and is a student of Interdisciplinary,Chennai,India,600036","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105015733","display_name":"Ganapavarapu Sai Tarun","orcid":null},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ganapavarapu Sai Tarun","raw_affiliation_strings":["Indian Institute of Technology Madras,Department of Chemical Engineering&#x2019;,Chennai,India,600036"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras,Department of Chemical Engineering&#x2019;,Chennai,India,600036","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101847228","display_name":"Nirav Bhatt","orcid":"https://orcid.org/0000-0003-0928-6028"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]},{"id":"https://openalex.org/I4210151956","display_name":"Robert Bosch (India)","ror":"https://ror.org/04my8ty22","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210151956","https://openalex.org/I889804353"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nirav Bhatt","raw_affiliation_strings":["Intelligence and Biotechnology and Robert Bosch Centre for Data Science and Artificial Intelligence Indian Institute of Technology Madras,Department of Data Science and Artificial,Chennai,India,600036"],"affiliations":[{"raw_affiliation_string":"Intelligence and Biotechnology and Robert Bosch Centre for Data Science and Artificial Intelligence Indian Institute of Technology Madras,Department of Data Science and Artificial,Chennai,India,600036","institution_ids":["https://openalex.org/I4210151956","https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102849014","display_name":"Sridharakumar Narasimhan","orcid":"https://orcid.org/0000-0002-6215-545X"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]},{"id":"https://openalex.org/I4210151956","display_name":"Robert Bosch (India)","ror":"https://ror.org/04my8ty22","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210151956","https://openalex.org/I889804353"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sridharakumar Narasimhan","raw_affiliation_strings":["Bosch Centre for Data Science and Artificial Intelligence, Indian Institute of Technology Madras,Department of Chemical Engineering and Robert,Chennai,India,600036"],"affiliations":[{"raw_affiliation_string":"Bosch Centre for Data Science and Artificial Intelligence, Indian Institute of Technology Madras,Department of Chemical Engineering and Robert,Chennai,India,600036","institution_ids":["https://openalex.org/I4210151956","https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5105015732"],"corresponding_institution_ids":["https://openalex.org/I24676775"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11872667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2035","last_page":"2040"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9855999946594238,"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":0.9855999946594238,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9449999928474426,"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/model-predictive-control","display_name":"Model predictive control","score":0.7585378289222717},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.6986246705055237},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.6175646781921387},{"id":"https://openalex.org/keywords/nanoparticle","display_name":"Nanoparticle","score":0.5180087685585022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4720730781555176},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.42071208357810974},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.37986892461776733},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.21343815326690674},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20039474964141846},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.17158421874046326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15467390418052673},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.06790411472320557}],"concepts":[{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7585378289222717},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6986246705055237},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.6175646781921387},{"id":"https://openalex.org/C155672457","wikidata":"https://www.wikidata.org/wiki/Q61231","display_name":"Nanoparticle","level":2,"score":0.5180087685585022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4720730781555176},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.42071208357810974},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.37986892461776733},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.21343815326690674},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20039474964141846},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.17158421874046326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15467390418052673},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.06790411472320557},{"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:10.23919/ecc64448.2024.10591045","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/ecc64448.2024.10591045","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 European Control Conference (ECC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1937018166","https://openalex.org/W2334592091","https://openalex.org/W2409236391","https://openalex.org/W2808037215","https://openalex.org/W2941798785","https://openalex.org/W2963687452","https://openalex.org/W3000792205","https://openalex.org/W3045597989","https://openalex.org/W3047740297","https://openalex.org/W3086520783","https://openalex.org/W3087197881","https://openalex.org/W3122363861","https://openalex.org/W4245528831","https://openalex.org/W4378550329","https://openalex.org/W4387546237"],"related_works":["https://openalex.org/W1990079087","https://openalex.org/W2101188133","https://openalex.org/W3202234113","https://openalex.org/W4248731570","https://openalex.org/W2381210024","https://openalex.org/W2060165215","https://openalex.org/W2384015130","https://openalex.org/W2378076731","https://openalex.org/W4285595274","https://openalex.org/W81137451"],"abstract_inverted_index":{"Microreactors":[0],"are":[1],"an":[2],"essential":[3],"part":[4],"of":[5,14,27,85,94,101,105,113,140,168,201],"modular":[6],"chemical":[7],"systems":[8],"involved":[9],"in":[10,65,115,136,161,198],"the":[11,35,82,86,91,95,102,137,151,162,165,169,175,182,189,193],"on-demand":[12,130],"production":[13,64],"chemicals":[15],"such":[16],"as":[17,88,107],"nanomaterials,":[18],"pharmaceuticals,":[19],"specialty":[20],"chemicals,":[21],"etc.":[22],"Model-based":[23],"nonlinear":[24,47,55,146],"predictive":[25,58,148],"control":[26,59],"microreactors":[28],"is":[29,79,131,155,179,186],"a":[30,54,70,111,124,145,159],"challenging":[31],"task":[32],"due":[33],"to":[34,157],"high":[36],"online":[37],"computational":[38],"cost":[39],"associated":[40],"with":[41,81,174,192],"developing":[42],"and":[43,90],"maintaining":[44],"high-order":[45],"first-principles":[46],"models.":[48],"In":[49,67,142],"this":[50,68,143],"work,":[51,144],"we":[52],"propose":[53],"data-driven":[56],"model":[57,77,147,154,178,195],"(NMPC)":[60],"scheme":[61],"for":[62],"nanoparticle":[63,129,203],"microreactors.":[66],"paper,":[69],"non-linear":[71],"Auto":[72],"Regressive":[73],"Exogenous":[74],"Neural":[75],"Network":[76],"(NARX-NN)":[78],"developed":[80],"flow":[83,138],"rates":[84,139],"reactants":[87],"inputs":[89],"peak":[92,166],"value":[93,167],"absorbance":[96],"spectra":[97],"(an":[98],"indirect":[99],"measure":[100],"average":[103,127],"size":[104,128],"nanoparticles)":[106],"output":[108],"by":[109,133],"performing":[110],"set":[112,163],"experiments":[114],"Corning":[116],"Advanced-Flow<sup":[117],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[118],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">TM</sup>":[119],"Reactors":[120],"(AFR).":[121],"Typically,":[122],"producing":[123],"new":[125],"desired":[126],"done":[132],"manual":[134],"changes":[135],"reactants.":[141],"controller":[149,173],"using":[150],"identified":[152,176],"NARX-NN":[153,177,194],"formulated":[156,172],"track":[158],"change":[160],"point,":[164],"spectra.":[170],"The":[171],"demonstrated":[180],"via":[181],"simulation":[183],"studies.":[184],"It":[185],"shown":[187],"that":[188],"proposed":[190],"NMPC":[191],"performs":[196],"well":[197],"different":[199],"scenarios":[200],"silver":[202],"production.":[204]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
