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arXiv 1612.08022eess.SYcs.SY
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矩阵李群上的离散时间庞特里亚金极大值原理

A discrete-time Pontryagin maximum principle on matrix Lie groups

IIT Bombay(印度理工学院孟买分校)

Karmvir Singh Phogat, Debasish Chatterjee, Ravi Banavar

AI总结:

本文提出一种适用于矩阵李群的离散时间最优控制问题的庞特里亚金极大值原理,通过结构保持离散化方法保持流形结构,提升数值精度,适用于包含状态和控制约束的广泛工程问题。

摘要:

本文推导了在矩阵李群上离散时间最优控制问题的庞特里亚金极大值原理(PMP)。PMP提供了一阶必要条件,通常导致两点边值问题,这些边值问题可解出最优控制轨迹。机械系统约束最优控制问题通常只能数值求解,这促使需要推导准确且保持底层连续时间控制系统的非平坦流形结构的离散时间模型。在欧几里得空间上离散时间系统的PMP不适用于非平坦流形上的离散时间模型。本文填补这一空白,建立了在矩阵李群上的离散时间PMP。我们的离散时间模型通过离散力学(一种结构保持离散化方案)推导,从而在时间上保持底层流形结构,从而提高技术的数值精度。该PMP适用于包含点状状态和控制动作约束的一类约束最优控制问题,并涵盖各种工程和应用科学领域中的广泛控制问题。

英文摘要:

In this article we derive a Pontryagin maximum principle (PMP) for discrete-time optimal control problems on matrix Lie groups. The PMP provides first order necessary conditions for optimality; these necessary conditions typically yield two point boundary value problems, and these boundary value problems can then solved to extract optimal control trajectories. Constrained optimal control problems for mechanical systems, in general, can only be solved numerically, and this motivates the need to derive discrete-time models that are accurate and preserve the non-flat manifold structures of the underlying continuous-time controlled systems. The PMPs for discrete-time systems evolving on Euclidean spaces are not readily applicable to discrete-time models evolving on non-flat manifolds. In this article we bridge this lacuna and establish a discrete-time PMP on matrix Lie groups. Our discrete-time models are derived via discrete mechanics, (a structure preserving discretization scheme,) leading to the preservation of the underlying manifold over time, thereby resulting in greater numerical accuracy of our technique. This PMP caters to a class of constrained optimal control problems that includes point-wise state and control action constraints, and encompasses a large class of control problems that arise in various field of engineering and the applied sciences.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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