A new linear approach for nonlinear control problems

Hernán García, Mauricio Velasco
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Abstract

not necessarily linear optimal control problem can be reformulated as an infinite dimensional linear problem where the variables are the moments of the “occupation measures” which encode optimal trajectories and controls. We propose a linear programming hierarchy of problems that allow us to compute the moments of these measures efficiently. Furthermore, we show how to recover trajectories and controls from the moments by using some new polynomial approximations to Dirac deltas. The results are illustrated through computational simulations.
非线性控制问题的一种新的线性方法
线性最优控制问题不一定可以被重新表述为无限维线性问题,其中变量是编码最优轨迹和控制的“占领措施”的矩。我们提出了一个线性规划层次的问题,使我们能够有效地计算这些测度的矩。此外,我们展示了如何通过使用一些新的多项式逼近狄拉克函数来从力矩中恢复轨迹和控制。通过计算仿真对结果进行了说明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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