通过内部和外部近似简化显式MPC解

J. Oravec, Slavomir Blazek, M. Kvasnica
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引用次数: 1

摘要

本文提出通过表示将MPC反馈律定义为(可能是非凸的)多边形的区域来降低显式MPC反馈律的复杂性。然后,每个多边形仅由其边界表示,这减少了反馈律的内存占用。尽管通过这种方式可以节省大量内存,但要付出的代价是在非凸对象上执行点定位任务所增加的计算负载。为了减少计算需求,我们建议设计非凸多边形的内凸近似和外凸近似。这样的近似允许更有效地执行点定位,从而减少所需的在线计算工作量。提出了几种设计合适近似的方法,并对所提方法的有效性进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simplification of explicit MPC solutions via inner and outer approximations
The paper proposes to reduce complexity of explicit MPC feedback laws by representing regions over which the law is defined as (possibly non-convex) polygons. Each polygon is then represented only by its boundaries, which reduces the memory footprint of the feedback law. Even though significant amount of memory can be saved this way, the price to be paid is increased computational load associated by performing point location tasks on non-convex objects. To reduce the computational requirements, we therefore propose to devise inner and outer convex approximations of non-convex polygons. Such approximations then allow to perform point location more effectively, leading to reduction of the required on-line computational effort. Several ways to design suitable approximations are presented and efficacy of the proposed procedure is evaluated.
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