Multi-objective optimization of nonlinear switched time-delay systems in fed-batch process

被引:19
|
作者
Liu, Chongyang [1 ,2 ]
Gong, Zhaohua [1 ]
Teo, Kok Lay [2 ]
Feng, Enmin [3 ]
机构
[1] Shandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
[2] Curtin Univ, Dept Math & Stat, Perth, WA 6845, Australia
[3] Dalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R China
基金
澳大利亚研究理事会;
关键词
Switched time-delay system; Multi-objective optimization; Convex weighted sum; Normal boundary intersection; Fed-batch process; PARAMETER-IDENTIFICATION; MICROBIAL-PRODUCTION; DYNAMICAL-SYSTEM; 1,3-PROPANEDIOL; PERFORMANCE; GLYCEROL;
D O I
10.1016/j.apm.2016.07.010
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
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. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:10533 / 10548
页数:16
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