Analysis and Optimization of Interpolation Points for Quadruped Robots Joint Trajectory

Author:

Chen Mingfang1ORCID,Zhang Kaixiang1ORCID,Wang Sen1ORCID,Liu Fei1,Liu Jinxin1,Zhang Yongxia1ORCID

Affiliation:

1. Faculty of Mechanical and Electrical Engineering, Kunming University of Science and Technology, Kunming, Yunnan, China

Abstract

Trajectory planning is the foundation of locomotion control for quadruped robots. This paper proposes a bionic foot-end trajectory which can adapt to many kinds of terrains and gaits based on the idea of trajectory planning combining Cartesian space with joint space. Trajectory points are picked for inverse kinematics solution, and then quintic polynomials are used to plan joint space trajectories. In order to ensure that the foot-end trajectory generated by the joint trajectory planning is closer to the original Cartesian trajectory, the distributions of the interpolation point are analyzed from the spatial domain to temporal domain. An evaluation function was established to assess the closeness degree between the actual trajectory and the original curve. Subsequently, the particle swarm optimization (PSO) algorithm and genetic algorithm (GA) for the points selection are used to obtain a more precise trajectory. Simulation and physical prototype experiments were included to support the correctness and effectiveness of the algorithms and the conclusions.

Funder

National Natural Science Foundation of China

Publisher

Hindawi Limited

Subject

Multidisciplinary,General Computer Science

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1. Energy Consumption Minimization of Quadruped Robot Based on Reinforcement Learning of DDPG Algorithm;Actuators;2024-01-02

2. Quadruped Robot Foot-end Trajectory Generation Algorithm;2022 2nd International Conference on Computation, Communication and Engineering (ICCCE);2022-11-04

3. Ground-based 4d trajectory prediction using bi-directional LSTM networks;Applied Intelligence;2022-03-23

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