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基于MPC分层控制的自适应巡航策略

Research on Adaptive Cruise Strategy Based on MPC Hierarchical Control

  • 摘要: 为减少车辆追尾等交通事故的发生,同时提升跟车稳定性、经济性和乘坐舒适性,提出1种车辆自适应巡航分层控制 (adaptive cruise control, ACC)策略。上层控制器基于模型预测控制(model predictive control, MPC)计算车辆输出期望加速度,并根据行车工况切换进行速度与间距控制;下层控制器基于建立的纯电动汽车逆纵向动力学模型、驱动电机和制动模型优化驱动/制动切换策略,并通过上层输出的期望加速度计算得到期望电机转矩或期望制动管路压力,控制车辆的加速度和速度,达到速度控制或间距控制的目的。在CarSim/Simulink中设置4种典型行车工况进行仿真实验,验证提出ACC策略的性能。结果表明:在定速巡航与跟车巡航工况下,车辆能够快速稳定地跟随设定的初始速度行驶,且与前车始终保持安全车距;在紧急制动工况下,车辆能够迅速做出减速反应,与前车保持安全距离;在复杂工况下,车辆沿着期望路径行驶且平稳跟踪前车,车辆跟随的动态响应良好。提出的控制策略在不同行驶工况下均可准确安全地跟踪目标车辆,且可兼顾经济性和舒适性的要求。

     

    Abstract: In order to reduce the occurrence of rear-end collisions and other traffic accidents, while enhancing the stability, economy, and ride comfort during vehicle following, an adaptive cruise control (ACC) strategy with a hierarchical control structure was proposed. The upper controller was used to calculate the expected acceleration output for the vehicle based on the model predictive control (MPC), adjusting between speed and spacing control according to the switching of driving conditions. The lower controller was used to optimize the switching strategy between driving and braking based on the established an inverse longitudinal dynamics model of a battery electric vehicle, along with drive motor and braking models, and the expected motor torque or brake pipeline pressure was obtained by calculating the from the desired acceleration output of the upper layer. The acceleration and speed of the vehicle was controlled to achieve the goal of speed or spacing control. Four typical driving conditions were set up in CarSim/Simulink for simulation tests to verify the performance of the proposed ACC strategy. The results show that under both constant-speed cruise and follow cruise conditions, the vehicle can quickly and stably follow the preset initial speed while maintaining a safe distance from the preceding vehicle. Under emergency braking conditions, the vehicle can quickly decelerate and maintain a safe distance from the preceding vehicle.Under complex working conditions, the vehicle travels along the expected path smoothly and tracks the preceding vehicle with good dynamic response.The proposed control strategy ensures accurate and safe tracking of the target vehicle across different driving conditions, balancing the requirements for economy and comfort.

     

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