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AMIGO2, a toolbox for dynamic modeling, optimization and control in systems biology

机译:AMIGO2,用于系统生物学中动态建模,优化和控制的工具箱

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摘要

Motivation: Many problems of interest in dynamic modeling and control of biological systems can be posed as non-linear optimization problems subject to algebraic and dynamic constraints. In the context of modeling, this is the case of, e.g. parameter estimation, optimal experimental design and dynamic flux balance analysis. In the context of control, model-based metabolic engineering or drug dose optimization problems can be formulated as (multi-objective) optimal control problems. Finding a solution to those problems is a very challenging task which requires advanced numerical methods.
机译:动机:在生物系统的动态建模和控制中,许多感兴趣的问题都可以提出为受到代数和动态约束的非线性优化问题。在建模的情况下,例如参数估计,最佳实验设计和动态通量平衡分析。在控制方面,可以将基于模型的代谢工程或药物剂量优化问题表述为(多目标)最优控制问题。找到这些问题的解决方案是一项非常具有挑战性的任务,需要先进的数值方法。

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