基于固定时间扰动观测器的四足机器人\\ 非奇异滑模跟踪控制
首发时间:2025-04-01
摘要:四足机器人在消防救援、军事侦查等具有挑战性的复杂场景中展现出了巨大的应用潜力. 然而, 在其运动过程中, 未建模耦合效应、变化的有效载荷和参数不匹配等不确定因素会显著降低系统的整体性能. 针对未知扰动条件下四足机器人的运动控制问题, 本文构建了一种基于固定时间扰动观测器的非奇异滑模跟踪控制策略. 首先, 采用单刚体模型对四足机器人进行动力学建模. 在此基础上, 设计固定时间扰动观测器对机器人平动与转动方向的未知扰动进行快速估计. 其次, 考虑四足机器人足端力的摩擦锥约束, 借助二次规划方法, 求解出最优的足端力. 为验证所提策略的有效性, 以宇树四足机器人GO1为实验对象, 开展了仿真与实机测试. 实验结果表明, 与{${L_1}$}自适应控制和基线控制策略相比, 本文所提控制策略能够高效补偿未知扰动, 显著提升机器人位置与姿态轨迹跟踪精度.
关键词: 四足机器人; 固定时间扰动观测器; 非奇异滑模控制; 扰动; 跟踪控制
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Fixed-time disturbance observer-based non-singular sliding mode tracking control for quadruped robots
Abstract:Quadruped robots have shown significant potential in challenging and complex applications, such as fire rescue and military reconnaissance. However, during quadrupedal locomotion, various uncertainties, such as unmodeled coupling effects, varying payloads, and parameter mismatches, can substantially degrade system performance. To address the locomotion control problem of quadruped robots under unknown disturbance, this paper presents a fixed-time disturbance observer-based non-singular sliding mode tracking control strategy. A single rigid-body model is initially used to describe the dynamics of the quadruped robot, followed by the design of fixed-time disturbance observers to quickly estimate unknown disturbance in both translation and rotation directions. Considering the friction cone constraints on the foot-end forces for quadruped robots, the optimal foot-end forces are determined using a quadratic programming approach. The effectiveness of the proposed strategy is validated through simulations and real-world experiments on the Unitree quadruped robot GO1. Experimental results demonstrate that, compared with the {${L_1}$} adaptive control and baseline control strategies, the proposed control strategy effectively compensates for unknown disturbance and significantly enhances the accuracy of the robot's position and attitude trajectory tracking.
Keywords: quadruped robot fixed-time disturbance observer non-singular sliding mode control Disturbance trajectory tracking
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基于固定时间扰动观测器的四足机器人\\ 非奇异滑模跟踪控制
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