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On the Projected Gradient Methods for Switched - Mode Systems Optimization

机译:关于开关模式系统优化的投影梯度方法

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This paper is devoted to optimal control problems (OCPs) associated with a class of switched - mode systems. We propose a new formalism for the autonomous variant of these dynamic systems and study an OCP with a smooth cost functional. The control design we finally propose includes an optimal switching times selection (”timing”) as well as an optimal modes sequence scheduling (”sequencing”). The initial nonlinear optimization problem is replaced by a suitable relaxed OCP with some specific control restrictions. We consider a fully convexified OCP as well as a ”weakly” relaxed optimization problems. Our aim is to analyse a family of numerically tractable control algorithms, namely, the projected gradient methods involved Armijo line search and to establish the corresponding convergence properties. The abstract consistency analysis we implement makes it possible to apply relative simple first - order numerical procedures to a sophisticated initial OCP involved an autonomous switched - mode dynamics.
机译:本文专门讨论与一类开关模式系统相关的最优控制问题(OCP)。我们为这些动态系统的自主变体提出了一种新的形式主义,并研究了具有平滑成本泛函的OCP。我们最终提出的控制设计包括最佳开关时间选择(“时序”)以及最佳模式序列调度(“排序”)。最初的非线性优化问题被具有一些特定控制限制的合适的宽松 OCP 所取代。我们考虑了一个完全凸的OCP以及一个“弱”松弛优化问题。我们的目的是分析一系列数值可处理的控制算法,即涉及Armijo线搜索的投影梯度方法,并建立相应的收敛特性。我们实现的抽象一致性分析使得将相对简单的一阶数值程序应用于涉及自主开关模式动力学的复杂初始 OCP 成为可能。

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