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Optimal Control for Multistage Nonlinear Dynamic System of Microbial Bioconversion in Batch Culture
Author(s) -
Lei Wang,
Zhilong Xiu,
Yuduo Zhang,
Enmin Feng
Publication year - 2011
Publication title -
journal of applied mathematics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.307
H-Index - 43
eISSN - 1687-0042
pISSN - 1110-757X
DOI - 10.1155/2011/624516
Subject(s) - optimal control , nonlinear system , dynamic programming , mathematical optimization , bioconversion , mathematics , terminal (telecommunication) , convergence (economics) , penalty method , control theory (sociology) , function (biology) , state vector , computer science , control (management) , chemistry , telecommunications , physics , food science , quantum mechanics , artificial intelligence , evolutionary biology , fermentation , economics , biology , economic growth , classical mechanics
In batch culture of glycerol biodissimilation to 1,3-propanediol (1,3-PD), the aim of adding glycerol is to obtain as much 1,3-PD as possible. Taking the yield intensity of 1,3-PD as the performance index and the initial concentration of biomass, glycerol, and terminal time as the control vector, we propose an optimal control model subject to a multistage nonlinear dynamical system and constraints of continuous state. A computational approach is constructed to seek the solution of the above model. Firstly, we transform the optimal control problem into the one with fixed terminal time. Secondly, we transcribe the optimal control model into an unconstrained one based on the penalty functions and an extension of the state space. Finally, by approximating the control function with simple functions, we transform the unconstrained optimal control problem into a sequence of nonlinear programming problems, which can be solved using gradient-based optimization techniques. The convergence analysis and optimality function of the algorithm are also investigated. Numerical results show that, by employing the optimal control, the concentration of 1,3-PD at the terminal time can be increased, compared with the previous results

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