A Unified Motion Generation Approach for Quadruped L-S Walk and Trot Gaits Based on Linear Model Predictive Control

IF 4.9 3区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY
Yapeng Shi, Zhicheng He, Xiaokun Leng, Songhao Piao, Lining Sun
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Abstract

The goal of this paper is to develop a unified online motion generation scheme for quadruped lateral-sequence walk and trot gaits based on a linear model predictive control formulation. Specifically, the dynamics of the linear pendulum model is formulated over a predictive horizon by dimensional analysis. Through gait pattern conversion, the lateral-sequence walk and trot gaits of the quadruped can be regarded as unified biped gaits, allowing the dynamics of the linear inverted pendulum model to serve quadruped motion generation. In addition, a simple linearization of the center of pressure constraints for these quadruped gaits is developed for linear model predictive control problem. Furthermore, the motion generation problem can be solved online by quadratic programming with foothold adaptation. It is demonstrated that the proposed unified scheme can generate stable locomotion online for quadruped lateral-sequence walk and trot gaits, both in simulation and on hardware. The results show significant performance improvements compared to previous work. Moreover, the results also suggest the linearly simplified scheme has the ability to robustness against unexpected disturbances.

Abstract Image

基于线性模型预测控制的四足 L-S 步行和小跑步态统一运动生成方法
本文的目标是基于线性模型预测控制公式,为四足动物的侧序行走和小跑步态开发一种统一的在线运动生成方案。具体来说,通过维度分析在预测范围内制定线性摆模型的动力学。通过步态模式转换,四足动物的侧序行走和小跑步态可被视为统一的双足步态,从而使线性倒立摆模型的动力学能够服务于四足动物的运动生成。此外,还为这些四足步态的压力中心约束条件开发了一种简单的线性化方法,用于线性模型预测控制问题。此外,运动生成问题还可以通过带有立足点自适应的二次编程在线解决。实验证明,无论是在仿真还是在硬件上,所提出的统一方案都能为四足动物的侧序行走和小跑步态在线生成稳定的运动。结果表明,与之前的工作相比,性能有了显著提高。此外,研究结果还表明,线性简化方案具有抵御意外干扰的能力。
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来源期刊
Journal of Bionic Engineering
Journal of Bionic Engineering 工程技术-材料科学:生物材料
CiteScore
7.10
自引率
10.00%
发文量
162
审稿时长
10.0 months
期刊介绍: The Journal of Bionic Engineering (JBE) is a peer-reviewed journal that publishes original research papers and reviews that apply the knowledge learned from nature and biological systems to solve concrete engineering problems. The topics that JBE covers include but are not limited to: Mechanisms, kinematical mechanics and control of animal locomotion, development of mobile robots with walking (running and crawling), swimming or flying abilities inspired by animal locomotion. Structures, morphologies, composition and physical properties of natural and biomaterials; fabrication of new materials mimicking the properties and functions of natural and biomaterials. Biomedical materials, artificial organs and tissue engineering for medical applications; rehabilitation equipment and devices. Development of bioinspired computation methods and artificial intelligence for engineering applications.
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