Fault-tolerant Tracking Control for Mobile Robots Based on the Framework of Intermediate Estimator and MPC

Liang-Huan Ying, Jun-Wei Zhu
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Abstract

During the actual motion of the wheeled mobile robot(WMR), actuator faults caused by ageing or system components' misoperation may significantly impact the real-time control performance. Therefore, this paper proposed a fault-tolerant tracking control approach based on MPC and intermediate estimator (IE) that the observer matching condition need not be satisfied. First, a set of reference trajectories is generated from the virtual system, and a nominal tracking error system is obtained based on the relative position of the actual system. Then, an IE is used to estimate the state error and actuator fault of WMR so that an estimation-based predictive model and a fault-compensated composite control law can be obtained to ensure stable control of WMR with an actuator fault. Finally, the simulation that compared to the nominal MPC showed that this fault-tolerant control algorithm has good performance in adapting to actuator faults, which verifies this algorithm's effectiveness.
基于中间估计器和MPC框架的移动机器人容错跟踪控制
在轮式移动机器人(WMR)的实际运动过程中,由于系统部件老化或误操作导致的执行器故障会严重影响其实时控制性能。为此,本文提出了一种无需满足观测器匹配条件的基于MPC和中间估计器(IE)的容错跟踪控制方法。首先,从虚拟系统生成一组参考轨迹,并根据实际系统的相对位置得到标称跟踪误差系统。然后,利用IE对WMR的状态误差和执行器故障进行估计,得到基于估计的预测模型和故障补偿的复合控制律,以保证在执行器故障情况下WMR的稳定控制。最后,通过与标称MPC的仿真对比,表明该容错控制算法对执行器故障具有良好的适应能力,验证了该算法的有效性。
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