Complex object manipulation with hierarchical optimal control

Alex Simpkins, E. Todorov
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引用次数: 10

Abstract

This paper develops a hierarchical model predictive optimal control solution to the complex and interesting problem of object manipulation. Controlling an object through external manipulators is challenging, involving nonlinearities, redundancy, high dimensionality, contact breaking, underactuation, and more. Manipulation can be framed as essentially the same problem as locomotion (with slightly different parameters). Significant progress has recently been made on the locomotion problem. We develop a methodology to address the challenges of manipulation, extending the most current solutions to locomotion and solving the problem fast enough to run in a realtime implementation. We accomplish this by breaking up the single difficult problem into smaller more tractable problems. Results are presented supporting this method.
基于层次最优控制的复杂对象操纵
针对复杂而有趣的对象操作问题,提出了一种层次模型预测最优控制方法。通过外部操纵器控制对象是具有挑战性的,涉及非线性、冗余、高维、接触断开、欠驱动等。操作本质上可以看作是与移动相同的问题(只是参数略有不同)。最近在运动问题上取得了重大进展。我们开发了一种方法来解决操纵的挑战,将最新的解决方案扩展到运动,并以足够快的速度解决问题,以便在实时实现中运行。我们通过将单个难题分解成更小更容易处理的问题来实现这一点。给出了支持该方法的结果。
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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