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

机译:AMIGO2用于系统生物学中的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.>Results: This work presents the AMIGO2 toolbox: the first multiplatform software tool that automatizes the solution of all those problems, offering a suite of state-of-the-art (multi-objective) global optimizers and advanced simulation approaches.>Availability and Implementation: The toolbox and its documentation are available at: .>Contact: >Supplementary information: are available at Bioinformatics online.
机译:>动机:生物系统的动态建模和控制中许多令人感兴趣的问题都可以看作是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艰巨的任务,需要先进的数值方法。最新的(多目标)全局优化器和高级仿真方法。>可用性和实现:该工具箱及其文档位于:。>联系方式: >补充信息:可在线访问生物信息学。

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