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Steady state optimization with guaranteed stability of a tryptophan biosynthesis model

机译:色氨酸生物合成模型具有稳定性的稳态优化

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摘要

In this article we address the steady state design of a nonlinear tryptophan biosynthesis model with guaranteed stability of the optimal solution in the presence of parametric uncertainty. The optimization based approach - denoted constructive nonlinear dynamics (CNLD) - is based on constraints that enforce a minimal distance in the space of the uncertain parameters between a stability boundary and the optimal solution. The results obtained with CNLD are compared to results recently presented by Chang and Sahinidis [Chang, Y. J., & Sahinidis, N. V. (2005). Optimization of metabolic pathways under stability considerations. Computers and Chemical Engineering, 29 (3), 467-479], where the optimization of the tryptophan biosynthesis model was addressed by a global optimization algorithm. CNLD takes the non-linearities of the process exactly into account and satisfies the specified robustness criteria without being overly conservative.
机译:在本文中,我们解决了非线性色氨酸生物合成模型的稳态设计问题,该模型在存在参数不确定性的情况下具有最优解决方案的稳定性。基于优化的方法(称为构造非线性动力学(CNLD))基于约束条件,这些约束条件在稳定边界和最优解之间的不确定参数空间中强制执行最小距离。用CNLD获得的结果与Chang和Sahinidis [Chang,Y. J.,&Sahinidis,N. V.(2005)提出的结果进行了比较。在稳定性考虑下优化代谢途径。计算机与化学工程,29(3),467-479],其中色氨酸生物合成模型的优化通过全局优化算法解决。 CNLD完全考虑了过程的非线性,并满足指定的鲁棒性标准,而不必过于保守。

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