Multistage optimal control;
fed-batch fermentation;
control parame-terization;
penalty function method;
TIME-DELAY;
DYNAMICAL-SYSTEM;
PARAMETER-IDENTIFICATION;
GLYCEROL FERMENTATION;
1,3-PROPANEDIOL;
OPTIMIZATION;
MODEL;
D O I:
10.3934/jimo.2021040
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
In this paper, we consider multistage optimal control of biocon-version glycerol to 1,3-propanediol(1,3-PD) in fed-batch fermentation process. To maximize the productivity of 1,3-PD, the whole fermentation process is divided into three stages according to the characteristics of microbial growth. Stages 2 and 3 are discussed mainly. The main aim of stage 2 is to restrict accumulation of 3-hydroxypropionaldehyde and maximize the biomass in the shortest time, and the purpose of stage 3 is to get high productivity of 1,3-PD. With these different objectives, multi-objective optimal control problems are proposed in stages 2 and 3. In order to solve the above optimal control problems, the multi-objective problems are transformed to the corresponding single-objective problems using the mass balance equation of biomass and nor-malization of the objective. Furthermore, the single-objective optimal control problems are transformed to two-level optimization problems by the control parametrization technique. Finally, numerical solution methods combined an improved Particle Swarm Optimization with penalty function method are de-veloped to solve the resulting optimization problems. Numerical results show that the productivity of 1,3-PD is higher than the reported results.
机构:
Shandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Liu, Chongyang
Gong, Zhaohua
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机构:
Shandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Gong, Zhaohua
Feng, Enmin
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机构:
Dalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Feng, Enmin
Yin, Hongchao
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机构:
Dalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Liaoning, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
机构:
Shandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Liu, Chongyang
Gong, Zhaohua
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h-index: 0
机构:
Shandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Gong, Zhaohua
Huo, Zhaoyi
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机构:
Dalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Liaoning, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China
Huo, Zhaoyi
Shen, Bangyu
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机构:
Huaiyin Normal Univ, Sch Math Sci, Huaian 223300, Jiangsu, Peoples R ChinaShandong Inst Business & Technol, Sch Math & Informat Sci, Yantai 264005, Shandong, Peoples R China