{"id":"https://openalex.org/W7202227989","doi":"https://doi.org/10.1021/acs.iecr.6c00913","title":"Modeling in the Era of AI-Driven Industrial Automation and Optimization","display_name":"Modeling in the Era of AI-Driven Industrial Automation and Optimization","publication_year":2026,"publication_date":"2026-08-11","ids":{"openalex":"https://openalex.org/W7202227989","doi":"https://doi.org/10.1021/acs.iecr.6c00913"},"language":"en","primary_location":{"id":"doi:10.1021/acs.iecr.6c00913","doi":"https://doi.org/10.1021/acs.iecr.6c00913","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.iecr.6c00913","pdf_url":null,"source":{"id":"https://openalex.org/S202680183","display_name":"Industrial & Engineering Chemistry Research","issn_l":"0888-5885","issn":["0888-5885","1520-5045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial &amp; Engineering Chemistry Research","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5112372421","display_name":"Hong Zhao","orcid":"https://orcid.org/0000-0001-9202-4656","observed_orcids":["https://orcid.org/0000-0001-9202-4656"]},"institutions":[{"id":"https://openalex.org/I106791491","display_name":"AspenTech (United States)","ror":"https://ror.org/01ngwgb14","country_code":"US","type":"company","lineage":["https://openalex.org/I106791491"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hong Zhao","raw_affiliation_strings":["Aspen Technology Inc. , 2500 City West Blvd., Suite 1800 , , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aspen Technology Inc. , 2500 City West Blvd., Suite 1800 , , ,","institution_ids":["https://openalex.org/I106791491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146529208","display_name":"Shu Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I106791491","display_name":"AspenTech (United States)","ror":"https://ror.org/01ngwgb14","country_code":"US","type":"company","lineage":["https://openalex.org/I106791491"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shu Wang","raw_affiliation_strings":["Aspen Technology Inc. , 20 Crosby Dr , , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aspen Technology Inc. , 20 Crosby Dr , , ,","institution_ids":["https://openalex.org/I106791491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019228852","display_name":"Salvador I. P\u00e9rez-Uresti","orcid":"https://orcid.org/0000-0001-8377-9926","observed_orcids":["https://orcid.org/0000-0001-8377-9926"]},"institutions":[{"id":"https://openalex.org/I106791491","display_name":"AspenTech (United States)","ror":"https://ror.org/01ngwgb14","country_code":"US","type":"company","lineage":["https://openalex.org/I106791491"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Salvador I. Pe\u0301rez-Uresti","raw_affiliation_strings":["Aspen Technology Inc. , Av. Paseo de la Reforma 412, Suite 10 , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aspen Technology Inc. , Av. Paseo de la Reforma 412, Suite 10 , ,","institution_ids":["https://openalex.org/I106791491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024888245","display_name":"Sven Serneels","orcid":"https://orcid.org/0000-0003-1642-189X","observed_orcids":["https://orcid.org/0000-0003-1642-189X"]},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sven Serneels","raw_affiliation_strings":["University of Antwerp , , ,"],"raw_orcid":"https://orcid.org/0000-0003-1642-189X","affiliations":[{"raw_affiliation_string":"University of Antwerp , , ,","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028699688","display_name":"Dimitrios K. Varvarezos","orcid":"https://orcid.org/0000-0003-3114-3779","observed_orcids":["https://orcid.org/0000-0003-3114-3779"]},"institutions":[{"id":"https://openalex.org/I106791491","display_name":"AspenTech (United States)","ror":"https://ror.org/01ngwgb14","country_code":"US","type":"company","lineage":["https://openalex.org/I106791491"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dimitrios K. Varvarezos","raw_affiliation_strings":["Aspen Technology Inc. , 2500 City West Blvd., Suite 1800 , , ,"],"raw_orcid":"https://orcid.org/0000-0003-3114-3779","affiliations":[{"raw_affiliation_string":"Aspen Technology Inc. , 2500 City West Blvd., Suite 1800 , , ,","institution_ids":["https://openalex.org/I106791491"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5028699688"],"corresponding_institution_ids":["https://openalex.org/I106791491"],"apc_list":{"value":4500,"currency":"USD","value_usd":4500},"apc_paid":null,"fwci":1.6164,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77710441,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"65","issue":"33","first_page":"17857","last_page":"17874"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11053","display_name":"Process Optimization and Integration","score":0.5907999873161316,"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/T11053","display_name":"Process Optimization and Integration","score":0.5907999873161316,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.2224999964237213,"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":0.12610000371932983,"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/first-principles-modeling","display_name":"first-principles modeling","score":0.9419999718666077},{"id":"https://openalex.org/keywords/hybrid-modeling","display_name":"hybrid modeling","score":0.5870000123977661},{"id":"https://openalex.org/keywords/industrial-automation","display_name":"industrial automation","score":0.6230000257492065},{"id":"https://openalex.org/keywords/process-systems-engineering","display_name":"process systems engineering","score":0.7360000014305115},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.7940000295639038},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7049999833106995},{"id":"https://openalex.org/keywords/real-time-optimization","display_name":"real-time optimization","score":0.7950000166893005},{"id":"https://openalex.org/keywords/advanced-process-control","display_name":"advanced process control","score":0.9980000257492065},{"id":"https://openalex.org/keywords/production-scheduling","display_name":"production scheduling","score":0.878000020980835},{"id":"https://openalex.org/keywords/production-planning","display_name":"production planning","score":0.878000020980835},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"supply chain management","score":0.9929999709129333},{"id":"https://openalex.org/keywords/process-design","display_name":"process design","score":0.875},{"id":"https://openalex.org/keywords/safety-critical-systems","display_name":"safety-critical systems","score":0.8149999976158142},{"id":"https://openalex.org/keywords/data-scarce-environments","display_name":"data-scarce environments","score":0.8939999938011169},{"id":"https://openalex.org/keywords/extrapolation","display_name":"extrapolation","score":0.656000018119812}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6150000095367432},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5805000066757202},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5703999996185303},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5259000062942505},{"id":"https://openalex.org/C76956256","wikidata":"https://www.wikidata.org/wiki/Q27610560","display_name":"Process modeling","level":3,"score":0.47119998931884766},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.447299987077713},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.39879998564720154},{"id":"https://openalex.org/C2776654903","wikidata":"https://www.wikidata.org/wiki/Q2601463","display_name":"SAFER","level":2,"score":0.3675999939441681},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.36579999327659607},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.35370001196861267},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3440999984741211},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.3425999879837036},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32199999690055847},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.3197000026702881},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.298799991607666},{"id":"https://openalex.org/C153876917","wikidata":"https://www.wikidata.org/wiki/Q899704","display_name":"Traceability","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2847999930381775},{"id":"https://openalex.org/C207850805","wikidata":"https://www.wikidata.org/wiki/Q269608","display_name":"Reverse engineering","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2612000107765198},{"id":"https://openalex.org/C2780103759","wikidata":"https://www.wikidata.org/wiki/Q5264375","display_name":"Design science","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C82753439","wikidata":"https://www.wikidata.org/wiki/Q1419090","display_name":"Industrial production","level":2,"score":0.2513999938964844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25110000371932983},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1021/acs.iecr.6c00913","doi":"https://doi.org/10.1021/acs.iecr.6c00913","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.iecr.6c00913","pdf_url":null,"source":{"id":"https://openalex.org/S202680183","display_name":"Industrial & Engineering Chemistry Research","issn_l":"0888-5885","issn":["0888-5885","1520-5045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial &amp; Engineering Chemistry Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.7207000255584717}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1967989271","https://openalex.org/W1968326286","https://openalex.org/W1979769287","https://openalex.org/W1990470832","https://openalex.org/W2005529933","https://openalex.org/W2019794029","https://openalex.org/W2024697317","https://openalex.org/W2046137842","https://openalex.org/W2102201073","https://openalex.org/W2135046866","https://openalex.org/W2147184730","https://openalex.org/W2177715853","https://openalex.org/W2259594048","https://openalex.org/W2295598076","https://openalex.org/W2404885194","https://openalex.org/W2480512873","https://openalex.org/W2548544842","https://openalex.org/W2615836285","https://openalex.org/W2750586932","https://openalex.org/W2756659234","https://openalex.org/W2803669742","https://openalex.org/W2911964244","https://openalex.org/W2951539267","https://openalex.org/W3085504465","https://openalex.org/W3153200540","https://openalex.org/W3180609488","https://openalex.org/W4220699563","https://openalex.org/W4234698323","https://openalex.org/W4283259725","https://openalex.org/W4312018699","https://openalex.org/W4321648921","https://openalex.org/W4324344616","https://openalex.org/W4328050959","https://openalex.org/W4380854437","https://openalex.org/W4386699517","https://openalex.org/W4386800358","https://openalex.org/W4387332734","https://openalex.org/W4388915050","https://openalex.org/W4389847609","https://openalex.org/W4392777587","https://openalex.org/W4400413219","https://openalex.org/W4400923007","https://openalex.org/W4403006355","https://openalex.org/W4407359597","https://openalex.org/W4408120259","https://openalex.org/W4410234136","https://openalex.org/W4413296970","https://openalex.org/W4416075215","https://openalex.org/W7083464007","https://openalex.org/W7104048108","https://openalex.org/W7124762541","https://openalex.org/W7130513942","https://openalex.org/W7142827105"],"related_works":["https://openalex.org/W7130513942","https://openalex.org/W7161557300","https://openalex.org/W4406325433","https://openalex.org/W4415762104","https://openalex.org/W7123337057","https://openalex.org/W4288828845","https://openalex.org/W4400520580","https://openalex.org/W7172392219","https://openalex.org/W7124762541","https://openalex.org/W4413868691"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"growing":[2],"influence":[3],"of":[4,76,124],"artificial":[5],"intelligence":[6,153],"(AI)":[7],"is":[8],"reshaping":[9],"process":[10,67,104,107],"systems":[11,143],"engineering":[12],"(PSE)":[13],"and":[14,17,28,38,53,59,69,78,91,99,117,133,148,166],"industrial":[15,63],"modeling":[16,132],"optimization.":[18,134],"While":[19],"data-driven":[20,87,158],"methods":[21],"excel":[22],"in":[23,35,49,62,66,141,145],"predictive":[24],"maintenance,":[25],"anomaly":[26],"detection,":[27],"pattern":[29],"recognition,":[30],"they":[31],"still":[32],"face":[33],"challenges":[34],"safety-critical,":[36],"data-scarce,":[37],"extrapolation-prone":[39],"environments.":[40],"This":[41],"paper":[42],"argues":[43],"that":[44,82,137],"first-principles":[45,77],"models":[46,94],"(FPMs)":[47],"(rooted":[48],"fundamental":[50],"physics,":[51],"chemistry,":[52],"engineering)":[54],"remain":[55],"essential":[56],"for":[57,131],"mission-":[58],"business-critical":[60],"workflows":[61],"automation,":[64],"both":[65],"design":[68],"operations.":[70],"We":[71,135],"highlight":[72],"the":[73,122,138],"enduring":[74],"strengths":[75],"examine":[79],"hybrid":[80,152],"paradigms":[81],"combine":[83],"mechanistic":[84,155],"rigor":[85,156],"with":[86,157],"machine":[88],"learning":[89],"(ML)":[90],"large":[92],"language":[93],"(LLMs)":[95],"to":[96,160],"enhance":[97],"adaptability":[98],"efficiency.":[100],"Case":[101],"studies":[102],"across":[103],"design,":[105,163],"advanced":[106],"control":[108],"(APC),":[109],"real-time":[110],"optimization":[111],"(RTO),":[112],"production":[113,115],"planning,":[114],"scheduling,":[116],"supply":[118],"chain":[119],"management":[120],"illustrate":[121],"value":[123],"retaining":[125],"first":[126,146],"principles":[127,147],"as":[128],"a":[129],"backbone":[130],"conclude":[136],"future":[139],"lies":[140],"AI-enabled":[142],"grounded":[144],"mathematical":[149],"optimization,":[150],"where":[151],"integrates":[154],"insights":[159],"deliver":[161],"smarter":[162],"safer":[164],"operations,":[165],"more":[167],"sustainable":[168],"processes.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-08-12T00:00:00"}
