Multi-objective optimization of nonlinear switched time-delay systems in fed-batch process
dc.contributor.author | Liu, Chongyang | |
dc.contributor.author | Gong, Zhaohua | |
dc.contributor.author | Teo, Kok Lay | |
dc.contributor.author | Feng, E. | |
dc.date.accessioned | 2017-04-28T13:57:54Z | |
dc.date.available | 2017-04-28T13:57:54Z | |
dc.date.created | 2017-04-28T09:06:09Z | |
dc.date.issued | 2016 | |
dc.identifier.citation | Liu, C. and Gong, Z. and Teo, K.L. and Feng, E. 2016. Multi-objective optimization of nonlinear switched time-delay systems in fed-batch process. Applied Mathematical Modelling. 40 (23-24): pp. 1339-1351. | |
dc.identifier.uri | http://hdl.handle.net/20.500.11937/52213 | |
dc.identifier.doi | 10.1016/j.apm.2016.07.010 | |
dc.description.abstract |
© 2016 Elsevier Inc.Maximization of productivity and minimization of consumption are two top priorities for biotechnological industry. In this paper, we model a fed-batch process as a nonlinear switched time-delay system. Taking the productivity of target product and the consumption rate of substrate as the objective functions, we present a multi-objective optimization problem involving the nonlinear switched time-delay system and subject to continuous state inequality constraints. To solve the multi-objective optimization problem, we first convert the problem into a sequence of single-objective optimization problems by using convex weighted sum and normal boundary intersection methods. A gradient-based single-objective solver incorporating constraint transcription technique is then developed to solve these single-objective optimization problems. Finally, a numerical example is provided to verify the effectiveness of the numerical solution approach. Numerical results show that the normal boundary intersection method in conjunction with the developed single-objective solver is more favourable than the convex weighted sum method. | |
dc.publisher | Elsevier | |
dc.relation.sponsoredby | http://purl.org/au-research/grants/arc/DP140100289 | |
dc.title | Multi-objective optimization of nonlinear switched time-delay systems in fed-batch process | |
dc.type | Journal Article | |
dcterms.source.volume | 40 | |
dcterms.source.number | 23-24 | |
dcterms.source.startPage | 1339 | |
dcterms.source.endPage | 1351 | |
dcterms.source.issn | 0307-904X | |
dcterms.source.title | Applied Mathematical Modelling | |
curtin.department | Department of Mathematics and Statistics | |
curtin.accessStatus | Open access |