基于MPC方法的两栖球形机器人轨迹跟踪控制

Meng Liu, Shuxiang Guo, Liwei Shi, Xihuan Hou, He Yin, Ao Li, Zan Li, Debin Xia, Mugen Zhou
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引用次数: 1

摘要

轨迹跟踪控制是救援、探测和避障任务中的一个基本问题。轨迹跟踪过程有其自身的约束条件,而模型预测控制的核心是解决具有约束条件的二次规划问题,因此本文采用MPC来解决两栖球形机器人的轨迹跟踪问题。首先,基于机器人的三自由度动态空间方程,对模型进行近似线性化和离散化,便于控制器的设计;为解决MPC权矩阵调整困难的问题,设计了一种基于输出误差的参数自适应调整方法。分别在MATLAB和Gazebo仿真平台上对直线轨迹和正方形轨迹进行了仿真。仿真结果验证了所设计控制器的适用性和稳定性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Trajectory Tracking Control of an Amphibious Spherical Robot Using MPC Approach
Trajectory tracking control is a basic problem in rescue, detection and obstacle avoidance tasks. The trajectory tracking process has its own constraints, and the core of model predictive control is to solve the quadratic programming problem with constraints, so MPC is used to solve the trajectory tracking problem of amphibious spherical robot in this paper. Firstly, based on the 3-DOF dynamic state space equation of the robot, the model is approximately linearized and discretized to facilitate the design of controller. To solve the difficulty of adjusting the weight matrix of MPC, an adaptive parameter adjustment method based on output error is designed in this paper. The linear trajectory and square trajectory are simulated on MATLAB and Gazebo simulation platform respectively. The simulation results verify the applicability and stability of the designed controller.
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