Modelling and optimization for a switched system in microbial fed-batch culture

This paper considers modelling and optimization of a microbial fed-batch fermentation process. A switched system with variable switching instants is proposed to describe the fermentation process of glycerol bioconversion to 1,3-propanediol (1,3-PD). Taking the concentration of 1,3-PD at the terminal time as the cost function and the switching instants as optimization variables, an optimization model involving switched system and subject to continuous state inequality constraints is then presented. By introducing a time-scaling transform, the optimization model is transcribed into an equivalent one with parameters and fixed switching instants. A computational approach to seek the optimal solution is constructed on the basis of constraint transcription and smoothing approximation techniques. Numerical results show that, by employing the optimal switching instants, the concentration of 1,3-PD can be increased considerably compared with previous results.

[1]  Raymond A. DeCarlo,et al.  Optimal control of switching systems , 2005, Autom..

[2]  A. Zeng Pathway and kinetic analysis of 1,3-propanediol production from glycerol fermentation by Clostridium butyricum , 1996 .

[3]  H. Biebl,et al.  Glycerol fermentation of 1,3-propanediol by Clostridium butyricum. Measurement of product inhibition by use of a pH-auxostat , 1991, Applied Microbiology and Biotechnology.

[4]  Y. Bar-Shalom,et al.  The interacting multiple model algorithm for systems with Markovian switching coefficients , 1988 .

[5]  Behzad Moshiri,et al.  Optimal control of a nonlinear fed-batch fermentation process using model predictive approach , 2009 .

[6]  Prashant Mhaskar,et al.  Robust Model Predictive Control Design for Fault-Tolerant Control of Process Systems , 2006 .

[7]  Kok Lay Teo,et al.  A Unified Computational Approach to Optimal Control Problems , 1991 .

[8]  A. Zeng,et al.  Bulk chemicals from biotechnology: the case of 1,3-propanediol production and the new trends. , 2002, Advances in biochemical engineering/biotechnology.

[9]  Stephen J. Wright,et al.  Numerical Optimization , 2018, Fundamental Statistical Inference.

[10]  Alberto Bemporad,et al.  Optimal control of continuous-time switched affine systems , 2006, IEEE Transactions on Automatic Control.

[11]  Arthur E. Bryson,et al.  Applied Optimal Control , 1969 .

[12]  Chen Hongwen,et al.  Optimization of process parameters for key enzymes accumulation of 1,3-propanediol production from Klebsiella pneumoniae , 2005 .

[13]  Panagiotis D. Christofides,et al.  Predictive control of switched nonlinear systems with scheduled mode transitions , 2005, IEEE Transactions on Automatic Control.

[14]  E. Feng,et al.  Optimality condition of the nonlinear impulsive system in fed-batch fermentation , 2008 .

[15]  A. Zeng,et al.  High concentration and productivity of 1,3-propanediol from continuous fermentation of glycerol by Klebsiella pneumoniae , 1997 .

[16]  K. Narendra,et al.  A common Lyapunov function for stable LTI systems with commuting A-matrices , 1994, IEEE Trans. Autom. Control..

[17]  Y. Wardi,et al.  Optimal control of switching times in switched dynamical systems , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[18]  A. Zeng,et al.  Fermentation of glycerol to 1,3-propanediol and 2,3-butanediol by Klebsiella pneumoniae , 1998, Applied Microbiology and Biotechnology.

[19]  Kok Lay Teo,et al.  A computational algorithm for functional inequality constrained optimization problems , 1990, Autom..

[20]  E. Feng,et al.  Nonlinear dynamical systems of bio-dissimilation of glycerol to 1,3-propanediol and their optimal controls , 2005 .

[21]  W. Deckwer,et al.  Production of 1,3-propanediol by Clostridium butyricum in continuous culture with cell recycling , 1998, Applied Microbiology and Biotechnology.

[22]  Xuping Xu,et al.  Optimal control of switched autonomous systems , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[23]  Chongyang Liu,et al.  Optimal control for nonlinear dynamical system of microbial fed-batch culture , 2009, J. Comput. Appl. Math..

[24]  P. Xu,et al.  Microbial fed-batch production of 1,3-propanediol by Klebsiella pneumoniae under micro-aerobic conditions , 2003, Applied Microbiology and Biotechnology.

[25]  Panos J. Antsaklis,et al.  Optimal control of switched systems based on parameterization of the switching instants , 2004, IEEE Transactions on Automatic Control.

[26]  Kezan Li,et al.  Nonlinear impulsive system of fed-batch culture in fermentative production and its properties , 2006 .

[27]  C. M. Place,et al.  Ordinary Differential Equations , 1982 .

[28]  E. Feng,et al.  MODELLING AND OPTIMAL CONTROL FOR NONLINEAR MULTISTAGE DYNAMICAL SYSTEM OF MICROBIAL FED-BATCH CULTURE , 2009 .

[29]  Chong-yang Liu,et al.  Optimal switching control for microbial fed-batch culture , 2008 .

[30]  Tsuneo Yamane,et al.  Fed-batch techniques in microbial processes , 1984 .

[31]  Alberto Bemporad,et al.  Synthesis of state-feedback optimal controllers for continuous-time switched linear systems , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[32]  Panagiotis D. Christofides,et al.  Stabilization of nonlinear systems with state and control constraints using Lyapunov-based predictive control , 2005, Proceedings of the 2005, American Control Conference, 2005..

[33]  A. Bories,et al.  3-Hydroxypropionaldehyde, an inhibitory metabolite of glycerol fermentation to 1,3-propanediol by enterobacterial species , 1996, Applied and environmental microbiology.

[34]  A. Zeng,et al.  Multiple product inhibition and growth modeling of clostridium butyricum and klebsiella pneumoniae in glycerol fermentation , 1994, Biotechnology and bioengineering.

[35]  A. Giua,et al.  Optimal control of autonomous linear systems switched with a pre-assigned finite sequence , 2001, Proceeding of the 2001 IEEE International Symposium on Intelligent Control (ISIC '01) (Cat. No.01CH37206).

[36]  Enmin Feng,et al.  Modeling and parameter identification of microbial bioconversion in fed-batch cultures , 2008 .

[37]  A. Zeng,et al.  Microbial production of 1,3-propanediol , 1999, Applied Microbiology and Biotechnology.

[38]  Prashant Mhaskar,et al.  Cell Population Modeling and Parameter Estimation for Continuous Cultures of Saccharomyces cerevisiae , 2002, Biotechnology progress.