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dc.contributor.authorLiu, C.
dc.contributor.authorLoxton, Ryan
dc.contributor.authorTeo, Kok Lay
dc.date.accessioned2017-01-30T13:17:24Z
dc.date.available2017-01-30T13:17:24Z
dc.date.created2014-08-31T20:00:27Z
dc.date.issued2014
dc.date.submitted2014-09-01
dc.identifier.citationLiu, C. and Loxton, R. and Teo, K.L. 2014. Optimal parameter selection for nonlinear multistage systems with time-delays. Computational Optimization and Applications. 59 (1-2): pp. 285-306.
dc.identifier.urihttp://hdl.handle.net/20.500.11937/30096
dc.identifier.doi10.1007/s10589-013-9632-x
dc.description.abstract

In this paper, we consider a novel dynamic optimization problem for nonlinear multistage systems with time-delays. Such systems evolve over multiple stages, with the dynamics in each stage depending on both the current state of the system and the state at delayed times. The optimization problem involves choosing the values of the time-delays, as well as the values of additional parameters that influence the system dynamics, to minimize a given cost functional. We first show that the partial derivatives of the system state with respect to the time-delays and system parameters can be computed by solving a set of auxiliary dynamic systems in conjunction with the governing multistage system. On this basis, a gradient-based optimization algorithm is proposed to determine the optimal values of the delays and system parameters. Finally, two example problems, one of which involves parameter identification for a realistic fed-batch fermentation process, are solved to demonstrate the algorithm’s effectiveness.

dc.publisherKluwer Academic Publishers
dc.subjectParameter identification
dc.subjectTime-delay system
dc.subjectMultistage system
dc.subjectNonlinear optimization
dc.titleOptimal parameter selection for nonlinear multistage systems with time-delays
dc.typeJournal Article
dcterms.dateSubmitted2014-09-01
dcterms.source.volume59
dcterms.source.startPage285
dcterms.source.endPage306
dcterms.source.issn0926-6003
dcterms.source.titleComputational Optimization and Applications
curtin.digitool.pid200230
curtin.note

The final publication is available at Springer via http://doi.org/10.1007/s10589-013-9632-x

curtin.pubStatusPublished
curtin.departmentDepartment of Mathematics and Statistics
curtin.identifier.scriptidPUB-SE-DMS-RL-83930
curtin.accessStatusOpen access


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