{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T04:51:44Z","timestamp":1781931104471,"version":"3.54.5"},"reference-count":41,"publisher":"Elsevier BV","issue":"10","license":[{"start":{"date-parts":[[2009,10,1]],"date-time":"2009-10-01T00:00:00Z","timestamp":1254355200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computers &amp; Chemical Engineering"],"published-print":{"date-parts":[[2009,10]]},"DOI":"10.1016\/j.compchemeng.2009.04.014","type":"journal-article","created":{"date-parts":[[2009,5,10]],"date-time":"2009-05-10T08:16:34Z","timestamp":1241943394000},"page":"1557-1567","source":"Crossref","is-referenced-by-count":222,"title":["Adaptation strategies for real-time optimization"],"prefix":"10.1016","volume":"33","author":[{"given":"B.","family":"Chachuat","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"B.","family":"Srinivasan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"D.","family":"Bonvin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.compchemeng.2009.04.014_bib1","series-title":"Real-time optimization by extremum seeking","author":"Ariyur","year":"2003"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib2","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1016\/0005-1098(78)90087-0","article-title":"Adaptive on-line steady-state optimization of slow dynamic processes","volume":"14","author":"Bamberger","year":"1978","journal-title":"Automatica"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib3","series-title":"Nonlinear programming: Theory and algorithms","author":"Bazaraa","year":"1993"},{"issue":"2","key":"10.1016\/j.compchemeng.2009.04.014_bib4","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/0098-1354(85)85010-9","article-title":"A note on approximation techniques used for process optimisation","volume":"9","author":"Biegler","year":"1985","journal-title":"Computers and Chemical Engineering"},{"issue":"5\u20136","key":"10.1016\/j.compchemeng.2009.04.014_bib5","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1016\/S0959-1524(98)00010-9","article-title":"Optimal operation of batch reactors\u2014A personal view","volume":"8","author":"Bonvin","year":"1998","journal-title":"Journal of Process Control"},{"issue":"1","key":"10.1016\/j.compchemeng.2009.04.014_bib6","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/S0019-0578(07)60119-0","article-title":"Optimal operation of batch processes via the tracking of active constraints","volume":"42","author":"Bonvin","year":"2003","journal-title":"ISA T"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib7","series-title":"Iterative algorithms for multilayer optimizing control","author":"Brdy\u015b","year":"2005"},{"issue":"3\/4","key":"10.1016\/j.compchemeng.2009.04.014_bib8","doi-asserted-by":"crossref","first-page":"244","DOI":"10.1016\/j.jprocont.2007.07.001","article-title":"Process optimization via constraints adaptation","volume":"18","author":"Chachuat","year":"2008","journal-title":"Journal of Process Control"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib9","doi-asserted-by":"crossref","first-page":"1924","DOI":"10.1021\/ie00069a034","article-title":"On-line optimization using a two-phase approach: An application study","volume":"26","author":"Chen","year":"1987","journal-title":"Industrial and Engineering Chemistry Research"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib10","doi-asserted-by":"crossref","first-page":"1919","DOI":"10.1021\/ie00032a006","article-title":"Model accuracy for economic optimizing controllers: The bias update case","volume":"33","author":"Forbes","year":"1994","journal-title":"Industrial and Engineering Chemistry Research"},{"issue":"6","key":"10.1016\/j.compchemeng.2009.04.014_bib11","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1016\/0098-1354(93)E0005-T","article-title":"Model adequacy requirements for optimizing plant operations","volume":"18","author":"Forbes","year":"1994","journal-title":"Computers and Chemical Engineering"},{"issue":"6","key":"10.1016\/j.compchemeng.2009.04.014_bib12","doi-asserted-by":"crossref","first-page":"701","DOI":"10.1016\/j.jprocont.2004.11.006","article-title":"Use of measurements for enforcing the necessary conditions of optimality in the presence of constraints and uncertainty","volume":"15","author":"Fran\u00e7ois","year":"2005","journal-title":"Journal of Process Control"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib13","doi-asserted-by":"crossref","first-page":"1401","DOI":"10.1016\/j.compchemeng.2005.02.035","article-title":"Iterative set-point optimization of batch chromatography","volume":"29","author":"Gao","year":"2005","journal-title":"Computers and Chemical Engineering"},{"issue":"7","key":"10.1016\/j.compchemeng.2009.04.014_bib14","doi-asserted-by":"crossref","first-page":"1157","DOI":"10.1002\/aic.690350711","article-title":"Adaptive extremum control using approximate process models","volume":"35","author":"Golden","year":"1989","journal-title":"AIChE Journal"},{"issue":"7","key":"10.1016\/j.compchemeng.2009.04.014_bib15","doi-asserted-by":"crossref","first-page":"2207","DOI":"10.1021\/ie049750y","article-title":"Selection of controlled variables and robust setpoints","volume":"44","author":"Govatsmark","year":"2005","journal-title":"Industrial and Engineering Chemistry Research"},{"issue":"1","key":"10.1016\/j.compchemeng.2009.04.014_bib16","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/j.compchemeng.2008.07.017","article-title":"Optimizing control based on output feedback","volume":"33","author":"Gros","year":"2009","journal-title":"Computers and Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib17","doi-asserted-by":"crossref","first-page":"1283","DOI":"10.1016\/S0005-1098(03)00105-5","article-title":"Adaptive extremum seeking control of nonlinear dynamic systems with parametric uncertainty","volume":"39","author":"Guay","year":"2003","journal-title":"Automatica"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib18","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/0005-1098(70)90074-9","article-title":"Constraint control on distillation columns","volume":"6","author":"Maarleveld","year":"1970","journal-title":"Automatica"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib19","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1016\/S0307-904X(02)00124-5","article-title":"Comparison of methods for estimating real process derivatives in on-line optimisation","volume":"27","author":"Mansour","year":"2003","journal-title":"Applied Mathematical Modelling"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib20","series-title":"Proc 17th World Congress of IFAC","first-page":"6956","article-title":"Explicit MPC with output feedback using self-optimizing control","author":"Manum","year":"2008"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib21","doi-asserted-by":"crossref","unstructured":"Marchetti, A., Chachuat, B., & Bonvin, D. (in press). Modifer-adaptation methodology for real-time optimization. Industrial and Engineering Chemistry Research, doi:10.1021\/ie801352x.","DOI":"10.1021\/ie801352x"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib22","series-title":"AIChE Symp Ser - CPC-V, Vol. 93","first-page":"156","article-title":"Real-time operations optimization of continuous processes.","author":"Marlin","year":"1997"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib23","doi-asserted-by":"crossref","first-page":"3670","DOI":"10.1021\/ie9707376","article-title":"On-line statistical results analysis in real-time operations optimisation","volume":"37","author":"Miletic","year":"1998","journal-title":"Industrial and Engineering Chemistry Research"},{"issue":"12","key":"10.1016\/j.compchemeng.2009.04.014_bib24","doi-asserted-by":"crossref","first-page":"3110","DOI":"10.1002\/aic.690491212","article-title":"Steady-state process optimization with guaranteed robust stability and feasibility","volume":"49","author":"M\u00f6nnigmann","year":"2003","journal-title":"AIChE Journal"},{"issue":"2","key":"10.1016\/j.compchemeng.2009.04.014_bib25","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1002\/aic.690260205","article-title":"Studies in the synthesis of control structures for chemical processes. Part I","volume":"26","author":"Morari","year":"1980","journal-title":"AIChE Journal"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib26","series-title":"Process dynamics, modeling and control","author":"Ogunnaike","year":"1994"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib27","doi-asserted-by":"crossref","first-page":"719","DOI":"10.1080\/00207727908941614","article-title":"An algorithm for steady-state system optimization and parameter estimation","volume":"10","author":"Roberts","year":"1979","journal-title":"International Journal of Systems Science"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib28","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/S0098-1354(96)00358-4","article-title":"Implementation of adaptive optimal operation for a semi-batch reactor system","volume":"22","author":"Ruppen","year":"1998","journal-title":"Computers and Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib29","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1016\/S0098-1354(00)00405-1","article-title":"Self-optimizing control: The missing link between steady-state optimization and control","volume":"24","author":"Skogestad","year":"2000","journal-title":"Computers and Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib30","doi-asserted-by":"crossref","first-page":"1183","DOI":"10.1002\/rnc.1165","article-title":"Real-time optimization of dynamic systems using multiple units","volume":"17","author":"Srinivasan","year":"2007","journal-title":"International Journal of Robust and Nonlinear Control"},{"issue":"3","key":"10.1016\/j.compchemeng.2009.04.014_bib31","doi-asserted-by":"crossref","first-page":"572","DOI":"10.1016\/j.compchemeng.2007.04.004","article-title":"Tracking the necessary conditions of optimality with changing set of active constraints using a barrier-penalty function","volume":"32","author":"Srinivasan","year":"2008","journal-title":"Computers and Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib32","series-title":"Proc American Control Conference","first-page":"2174","article-title":"Interplay between identification and optimization in run-to-run optimization schemes","author":"Srinivasan","year":"2002"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib33","series-title":"Proc American Control Conference","first-page":"1956","article-title":"Convergence analysis of iterative identification and optimization schemes.","author":"Srinivasan","year":"2002"},{"issue":"8","key":"10.1016\/j.compchemeng.2009.04.014_bib34","doi-asserted-by":"crossref","first-page":"911","DOI":"10.1016\/S0967-0661(01)00051-X","article-title":"Run-to-run optimization via constraint control","volume":"9","author":"Srinivasan","year":"2001","journal-title":"Control Engineering Practice"},{"issue":"6","key":"10.1016\/j.compchemeng.2009.04.014_bib35","doi-asserted-by":"crossref","first-page":"975","DOI":"10.1002\/aic.690260613","article-title":"Studies in the synthesis of control structures for chemical processes. Part IV","volume":"26","author":"Stephanopoulos","year":"1980","journal-title":"AIChE Journal"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib36","series-title":"Proc 15th World Congress of IFAC","article-title":"Iterative optimizing set-point control\u2014The basic principle redesigned","author":"Tatjewski","year":"2002"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib37","series-title":"Proc 8th Int Symp DYCOPS. Vol. 1. Canc\u00f9n","first-page":"129","article-title":"Multi-unit optimization with gradient projection on active constraints","author":"Woodward","year":"2007"},{"issue":"2","key":"10.1016\/j.compchemeng.2009.04.014_bib38","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/j.jprocont.2008.04.010","article-title":"Improved performance in the multi-unit optimization method with non-identical units","volume":"19","author":"Woodward","year":"2009","journal-title":"Journal of Process Control"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib39","doi-asserted-by":"crossref","first-page":"837","DOI":"10.1016\/S0967-0661(02)00213-7","article-title":"Designing plant experiments for real-time optimization systems","volume":"11","author":"Yip","year":"2003","journal-title":"Control Engineering Practice"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib40","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1016\/S0098-1354(03)00164-9","article-title":"The effect of model fidelity on real-time optimization performance","volume":"28","author":"Yip","year":"2004","journal-title":"Computers and Chemical Engineering"},{"key":"10.1016\/j.compchemeng.2009.04.014_bib41","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1002\/cjce.5450840208","article-title":"Performance analysis of perturbation-based methods for real-time optimisation","volume":"84","author":"Zhang","year":"2006","journal-title":"Canadian Journal of Chemical Engineering"}],"container-title":["Computers &amp; Chemical Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/api.elsevier.com\/content\/article\/PII:S0098135409001082?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/api.elsevier.com\/content\/article\/PII:S0098135409001082?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2019,5,19]],"date-time":"2019-05-19T23:57:54Z","timestamp":1558310274000},"score":1,"resource":{"primary":{"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/linkinghub.elsevier.com\/retrieve\/pii\/S0098135409001082"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,10]]},"references-count":41,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2009,10]]}},"alternative-id":["S0098135409001082"],"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/doi.org\/10.1016\/j.compchemeng.2009.04.014","relation":{},"ISSN":["0098-1354"],"issn-type":[{"value":"0098-1354","type":"print"}],"subject":[],"published":{"date-parts":[[2009,10]]}}}