论文

基于时间尺度变换的一类微生物批式流加发酵混杂切换系统的最优控制

  • 王佳 ,
  • 黄誉之 ,
  • 叶剑雄
展开
  • 1. 福建师范大学数学与统计学院, 福建福州 350117
    2. 福建师范大学计算机与网络安全空间学院, 福建福州 350117
叶剑雄  E-mail: jxye@fjnu.edu.cn

收稿日期: 2022-11-01

  网络出版日期: 2025-12-11

基金资助

国家自然科学基金(11671335);福建省自然科学基金(2021J01660);福建省高校杰出青年科研人才培育计划

版权

运筹学学报编辑部, 2025, 版权所有,未经授权,不得转载。

Optimal control of a hybrid switching system in a class of microbial fed-batch culture via time-scaling transformation

  • Jia WANG ,
  • Yuzhi HUANG ,
  • Jianxiong YE
Expand
  • 1. School of Mathematics and Statistics, Fujian Normal University, Fuzhou 350117, Fujian, China
    2. College of Computer and Cyber Security, Fujian Normal University, Fuzhou 350117, Fujian, China

Received date: 2022-11-01

  Online published: 2025-12-11

Copyright

, 2025, All rights reserved. Unauthorized reproduction is prohibited.

摘要

本文研究了一类微生物批式流加发酵生产1,3-丙二醇(1,3-PD) 的过程优化问题。该生物过程本质上可刻画为一个同时具有自治切换和受控切换的混杂切换系统。本文通过时间尺度变换, 将受控切换时刻映射到固定时刻, 得到一系列具有自治切换的子系统;然后, 以甘油流加时刻和发酵终端时刻为控制变量, 以终端时刻1,3-PD生产强度最大化为目标函数, 建立最优控制模型, 利用约束转换技术处理连续状态不等式约束;最后, 构造一个竞争粒子群算法求解所提出的最优控制问题, 并比较了不同控制子周期长度下的最优控制结果。数值结果表明, 在减少甘油切换次数的情况下, 通过选取适当的甘油流加时长, 1,3-PD生产强度也可以达到较高的水平。

本文引用格式

王佳 , 黄誉之 , 叶剑雄 . 基于时间尺度变换的一类微生物批式流加发酵混杂切换系统的最优控制[J]. 运筹学学报, 2025 , 29(4) : 219 -230 . DOI: 10.15960/j.cnki.issn.1007-6093.2025.04.017

Abstract

This paper considers the process control of the microbial production of 1,3-propanediol in fed-culture. This microbial process is in essential described as a hybrid switching system in which both autonomous switchings and controlled switchings are involved. By using time-scaling transformation, the controlled switching times are transformed to a sequence of integer time points in the new time horizon, resulting in a system composed of subsystems with autonomous switchings. Then, taking the feeding instants and the terminal time as control variables, we formulate an optimal control model with the productivity of 1,3-propanediol as performance index. The continuous state inequality constraints in the model are handled by the constraint transformation technique. A competitive particle swarm algorithm is constructed to solve the proposed optimal control problem and the optimal control strategies under different length of controlled subperiods are discussed. Numerical results show that, even if the number of switchings is reduced, it is still possible to achieve a relatively high productivity of 1,3-propanediol by sophisticated setting of the length of glycerol feeding time.

参考文献

1 Saxena R K , Anand P , Saran S , et al. Microbial production of 1,3-propanediol: Recent developments and emerging opportunities[J]. Biotechnology Advances, 2009, 27 (6): 895- 913.
2 Kumar V , Durgapal M , Sankaranarayanan M , et al. Effects of mutation of 2,3-butanediol formation pathway on glycerol metabolism and 1,3-propanediol production by Klebsiella pneumoniae J2B[J]. Bioresource Technology, 2016, 214, 432- 440.
3 Zeng A P , Ross A , Biebl H , et al. A kinetic model for product formation of microbial and mammalian cells[J]. Biotechnology and Bioengineering, 1994, 44 (8): 902- 911.
4 Zeng A P . Multiple product inhibition and growth modeling of Clostridium butyricum and Klebsiella pneumoniae in glycerol fermentation[J]. Biotechnology and Bioengineering, 1995, 46 (4): 314- 324.
5 Gao C X , Li K Z , Feng E M , et al. Nonlinear impulsive system of fed-batch culture in fermentative production and its properties[J]. Chaos, Solitons and Fractals, 2006, 28 (1): 271- 277.
6 Wang G , Feng E M , Xiu Z L . Modeling and parameter identification of microbial bioconversion in fed-batch cultures[J]. Journal of Process Control, 2008, 18 (5): 458- 464.
7 Wang H Y , Feng E M , Xiu Z L . Optimality condition of the nonlinear impulsive system in fed-batch fermentation[J]. Nonlinear Analysis: Theory, Methods and Applications, 2008, 68 (1): 12- 23.
8 Liu C Y , Gong Z H , Feng E M , et al. Modelling and optimal control for nonlinear multistage dynamical system of microbial fed-batch culture[J]. Journal of Industrial and Management Optimization, 2009, 5 (4): 835- 850.
9 Yuan J L , Liu C Y , Zhang X , et al. Optimal control of a batch fermentation process with nonlinear time-delay and free terminal time and cost sensitivity constraint[J]. Journal of Process Control, 2016, 44, 41- 52.
10 Liu C Y , Gong Z H , Teo K L , et al. Modelling and optimal state-delay control in microbial batch process[J]. Applied Mathematical Modelling, 2021, 89, 792- 801.
11 Wang J , Ye J X , Feng E M , et al. Modeling and parameter estimation of a nonlinear switching system in fed-batch culture with pH feedback[J]. Applied Mathematical Modelling, 2012, 36 (10): 4887- 4897.
12 Gao J G , Shen B Y , Feng E M , et al. Modelling and optimal control for an impulsive dynamical system in microbial fed-batch culture[J]. Computational and Applied Mathematics, 2013, 32 (2): 275- 290.
13 Liu C Y , Gong Z H , Teo K L , et al. Robust multi-objective optimal switching control arising in 1,3-propanediol microbial fed-batch process[J]. Nonlinear Analysis: Hybrid Systems, 2017, 25, 1- 20.
14 Ye J X , Feng E M , Yin H C , et al. Modelling and well-posedness of a nonlinear hybrid system in fed-batch production of 1,3-propanediol with open loop glycerol input and pH logic control[J]. Nonlinear Analysis: Real World Applications, 2011, 12 (1): 364- 376.
15 Ye J X , Xu H L , Feng E M , et al. Optimization of a fed-batch bioreactor for 1,3-propanediol production using hybrid nonlinear optimal control[J]. Journal of Process Control, 2014, 24 (10): 1556- 1569.
16 Lee H W J , Teo K L , Rehbock V , et al. Control parametrization enhancing technique for time optimal control problems[J]. Dynamic Systems and Applications, 1997, 6, 243- 262.
17 Lin Q , Loxton R , Teo K L . Optimal control of nonlinear switched systems: Computational methods and applications[J]. Journal of the Operations Research Society of China, 2013, 1 (3): 275- 311.
18 Yu C J , Lin Q , Loxton R , et al. A hybrid time-scaling transformation for time-delay optimal control problems[J]. Journal of Optimization Theory and Applications, 2016, 169 (3): 876- 901.
19 Liu C Y , Gong Z H , Feng E M . Optimal control for a nonlinear time-delay system in fed-batch fermentation[J]. Pacific Journal of Optimization, 2013, 9 (4): 595- 612.
20 Teo K L , Jennings L S . Nonlinear optimal control problems with continuous state inequality constraints[J]. Journal of Optimization Theory and Applications, 1989, 63 (1): 1- 22.
21 Loxton R C , Teo K L , Rehbock V , et al. Optimal control problems with a continuous inequality constraint on the state and the control[J]. Automatica, 2009, 45 (10): 2250- 2257.
文章导航

/