论文标题
四足动物的可捕获性,并通过开关系统表征动态平衡来推动恢复
Quadruped Capturability and Push Recovery via a Switched-Systems Characterization of Dynamic Balance
论文作者
论文摘要
本文研究了四足球运动的可犯和推动恢复。尽管有关可捕获性分析和推动腿部机器人的恢复控制的丰富文献,但现有工具主要是针对双子或人形生物开发的。独特的四足特征,例如点接触和多个摆动腿,阻止了这些方法的直接应用。为了解决这一差距,我们为四足动力学提出了一个切换系统模型,并实例化了具有基于时间步态的四足动力的抽象可行性概念。可捕获性是通过动态平衡状态的新颖规范来表征的,该状态解决了四足体运动和平衡的时间变化性质。采用了线性倒置(LIP)模型来证明该理论,并展示了如何将新开发的四足动捕获性用于运动计划,以进行四足动物推动恢复。我们制定并解决了一个明确的模型预测控制(EMPC)问题,其最佳解决方案完全表征了唇部四足动捕获性。鉴于此分析,设计了一种基于优化的计划方案,以确定推送恢复过程中的脚步和质量参考中心。为了验证整体框架的有效性,我们进行了许多模拟和硬件实验。仿真结果说明了考虑四足动物可捕获性的动态平衡的必要性,以及对拟议策略的干扰排斥反应的显着改善。与最先进的案例相比,对Mini Cheetah复制品的实验验证表明,提高了100%的改善。
This paper studies capturability and push recovery for quadrupedal locomotion. Despite the rich literature on capturability analysis and push recovery control for legged robots, existing tools are developed mainly for bipeds or humanoids. Distinct quadrupedal features such as point contacts and multiple swinging legs prevent direct application of these methods. To address this gap, we propose a switched systems model for quadruped dynamics, and instantiate the abstract viability concept for quadrupedal locomotion with a time-based gait. Capturability is characterized through a novel specification of dynamically balanced states that addresses the time-varying nature of quadrupedal locomotion and balance. A linear inverted pendulum (LIP) model is adopted to demonstrate the theory and show how the newly developed quadrupedal capturability can be used in motion planning for quadrupedal push recovery. We formulate and solve an explicit model predictive control (EMPC) problem whose optimal solution fully characterizes quadrupedal capturability with the LIP. Given this analysis, an optimization-based planning scheme is devised for determining footsteps and center of mass references during push recovery. To validate the effectiveness of the overall framework, we conduct numerous simulation and hardware experiments. Simulation results illustrate the necessity of considering dynamic balance for quadrupedal capturability, and the significant improvement in disturbance rejection with the proposed strategy. Experimental validations on a replica of the Mini Cheetah quadruped demonstrate an up to 100% improvement as compared with state-of-the-art.