Projection-based switched system optimization: Absolute continuity of the line search

T. Caldwell, T. Murphey
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引用次数: 14

Abstract

The line search is considered for the problem of numerical switched system optimization using projection-based techniques. Switched system optimization may be formulated as an infinite dimensional optimal control problem where the switching control design variables are constrained to the integers. Projection-based techniques handle the integer constraint by considering an equivalent problem with unconstrained design variables but where the cost is dependent on the projection of the design variables to the constrained set of feasible switched system trajectories. This paper is concerned with the line search step of the projection-based optimization procedure. The main result provides sufficient conditions on the descent direction so that the update rule is absolutely continuous with respect to the step size.
基于投影的切换系统优化:线路搜索的绝对连续性
针对基于投影的数值开关系统优化问题,研究了直线搜索问题。切换系统优化可以表述为一个无限维最优控制问题,其中切换控制设计变量被约束为整数。基于投影的技术通过考虑无约束设计变量的等效问题来处理整数约束,但其成本依赖于设计变量到可行切换系统轨迹约束集的投影。本文研究了基于投影的优化过程中的直线搜索步骤。主要结果提供了下降方向的充分条件,使得更新规则相对于步长是绝对连续的。
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