卡西姆
控制理论(社会学)
控制器(灌溉)
计算机科学
埃尔莫尔延迟
执行机构
模型预测控制
估计员
理论(学习稳定性)
滤波器(信号处理)
脉冲(物理)
控制(管理)
延迟计算
传播延迟
数学
物理
量子力学
人工智能
生物
计算机网络
机器学习
计算机视觉
统计
农学
作者
Zhaobo Qin,Liang Wang,Zuoxu Zang,Liang Chen,Manjiang Hu,Qingjia Cui,Yougang Bian
标识
DOI:10.1109/tiv.2024.3393983
摘要
In order to improve the control accuracy and stability of autonomous vehicles under large delay conditions, the paper proposes a longitudinal and lateral coordinated control method considering fixed sensor delay, actuator lag, and timevarying CAN communication delay. An adaptive all-pass filter time-delay estimator (AAPF-TDE) based on finite impulse response (FIR) and its improved strategies are designed to realize accurate online estimation of CAN communication delay. According to the estimated delay, a longitudinal and lateral coupling time-delay dynamics model with prediction revision and delay augmentation is constructed. A model predictive controller (MPC) combined with Lyapunov asymptotic stability constraints is then designed. CarSim/Simulink co-simulation and vehicle experiment results show that the proposed controller can improve the vehicle stability effectively while ensuring the longitudinal and lateral control accuracy under large delay conditions compared with the controller without considering delay or only considering fixed delay.
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