Real-time Model Predictive Control for Versatile Dynamic Motions in Quadrupedal Robots

Yanran Ding, Abhishek Pandala, Hae-won Park
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引用次数: 62

Abstract

This paper presents a new Model Predictive Control (MPC) framework for controlling various dynamic movements of a quadrupedal robot. System dynamics are represented by linearizing single rigid body dynamics in three-dimensional (3D) space. Our formulation linearizes rotation matrices without resorting to parameterizations like Euler angles and quaternions, avoiding issues of singularity and unwinding phenomenon, respectively. With a carefully chosen configuration error function, the MPC control law is transcribed into a Quadratic Program (QP) which can be solved efficiently in realtime. Our formulation can stabilize a wide range of periodic quadrupedal gaits and acrobatic maneuvers. We show various simulation as well as experimental results to validate our control strategy. Experiments prove the application of this framework with a custom QP solver could reach execution rates of 160 Hz on embedded platforms.
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四足机器人多用途动态运动的实时模型预测控制
提出了一种新的模型预测控制框架,用于控制四足机器人的各种动态运动。系统动力学是用三维空间中线性化的单刚体动力学来表示的。我们的公式线性化旋转矩阵,而不诉诸参数化,如欧拉角和四元数,分别避免了奇点和unwind现象的问题。通过精心选择组态误差函数,将MPC控制律转化为可实时高效求解的二次规划(QP)。我们的配方可以稳定大范围的周期性四足步态和杂技动作。给出了各种仿真和实验结果来验证我们的控制策略。实验证明,该框架与自定义QP求解器在嵌入式平台上的应用可以达到160 Hz的执行速率。
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