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arXiv 2509.00294eess.SYcs.ROcs.SY

足式运动的分层控制视角:通过混合零动力学嵌入降阶模型

A Layered Control Perspective on Legged Locomotion: Embedding Reduced Order Models via Hybrid Zero Dynamics

Division of Engineering and Applied Science, California Institute of Technology(工程与应用科学系,加州理工学院)

Sergio A. Esteban, Max H. Cohen, Adrian B. Ghansah, Aaron D. Ames

AI总结:

针对足式机器人降阶模型步态合成缺乏形式化保证的问题,提出分层控制框架,通过合成零动力学流形建立ROM与全阶模型混合零动力学的稳定性关联,并经仿真验证。

摘要:

降阶模型(ROMs)为足式机器人合成动态行走步态提供了有力手段。然而,该方法缺乏利用全阶模型(FOM)进行步态合成的方法(如混合零动力学)所具备的形式化保证。本文旨在通过分层控制视角统一这两类方法。具体而言,我们确立了足式运动的ROM可在全阶混合动力学上实现稳定行走的条件。为得到该结果,针对给定的ROM,我们合成一个编码ROM行为的零动力学流形——可合成控制器将FOM驱动至该曲面,从而产生混合零动力学。我们证明,ROM中的稳定周期轨道意味着FOM的混合零动力学存在输入-状态稳定周期轨道,进而FOM动力学也存在该轨道。该结果在基于线性倒立摆ROM和5连杆平面行走FOM的仿真中得到了验证。

英文摘要:

Reduced-order models (ROMs) provide a powerful means of synthesizing dynamic walking gaits on legged robots. Yet this approach lacks the formal guarantees enjoyed by methods that utilize the full-order model (FOM) for gait synthesis, e.g., hybrid zero dynamics. This paper aims to unify these approaches through a layered control perspective. In particular, we establish conditions on when a ROM of locomotion yields stable walking on the full-order hybrid dynamics. To achieve this result, given an ROM we synthesize a zero dynamics manifold encoding the behavior of the ROM -- controllers can be synthesized that drive the FOM to this surface, yielding hybrid zero dynamics. We prove that a stable periodic orbit in the ROM implies an input-to-state stable periodic orbit of the FOM's hybrid zero dynamics, and hence the FOM dynamics. This result is demonstrated in simulation on a linear inverted pendulum ROM and a 5-link planar walking FOM.

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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