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An application of the proximal point algorithm to optimal control of affine switched systems

机译:近点算法在仿射切换系统最优控制中的应用

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This paper focuses on the proximal point regularization technique for a class of optimal control processes governed by affine switched systems. We consider some controllable dynamical systems described by nonlinear ordinary differential equations which are affine in the input. The affine structure of the control systems under consideration makes it possible to establish some continuity/approximability properties of the dynamical models and to characterize these dynamical models as convex control systems. We show that, for some classes of cost functionals, the associated optimal control problems (OCPs) correspond to the standard convex optimization problems in a suitable Hilbert space. The latter can be reliably solved using standard first-order optimization algorithms and consistent regularization schemes. In particular, we propose a conceptual numerical approach based on gradient-type methods and proximal point techniques.
机译:本文重点研究了仿射切换系统控制的一类最优控制过程的近点正则化技术。我们考虑一些非线性的常微分方程描述的可控动力学系统,它们在输入中是仿射的。所考虑的控制系统的仿射结构使得可以建立动力学模型的某些连续性/逼近性,并将这些动力学模型表征为凸控制系统。我们表明,对于某些类的成本函数,相关的最优控制问题(OCP)对应于合适的希尔伯特空间中的标准凸优化问题。后者可以使用标准的一阶优化算法和一致的正则化方案可靠地解决。特别是,我们提出了一种基于梯度类型方法和近端点技术的概念性数值方法。

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