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首页> 外文期刊>Discrete event dynamic systems: Theory and applications >A Proximal Point Based Approach to Optimal Control of Affine Switched Systems
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A Proximal Point Based Approach to Optimal Control of Affine Switched Systems

机译:基于近点的仿射切换系统最优控制方法

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摘要

This paper focuses on the proximal point regularization technique for a class of optimal control processes governed by affine switched systems. We consider switched control systems described by nonlinear ordinary differential equations which are affine in the input. The affine structure of the dynamical models under consideration makes it possible to establish some continuity/approximability properties and to specify these models as convex control systems. We show that, for some classes of cost functionals, the associated optimal control problem (OCP) corresponds to a conventional convex optimization problem 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 the gradient-type method and classic 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。我们考虑输入中仿射的非线性常微分方程描述的切换控制系统。所考虑的动力学模型的仿射结构使得可以建立一些连续性/逼近性并将这些模型指定为凸控制系统。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常规凸优化问题。使用标准的一阶优化算法和一致的正则化方案可以可靠地解决后者。特别是,我们提出了一种基于梯度类型方法和经典近端技术的概念数值方法。

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