Optimization of AEB Decision System Based on Unsafe Control Behavior Analysis and Improved ABAS Algorithm

交叉口(航空) 可靠性(半导体) 计算机科学 天线(收音机) 避碰 搜索算法 碰撞 工程类 控制理论(社会学) 汽车工程 算法 控制(管理) 人工智能 电信 量子力学 计算机安全 物理 航空航天工程 功率(物理)
作者
Tuqiang Zhou,Wei Liu,Mingyang Zhang,Jianxin Jia
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:25 (3): 3152-3165 被引量:5
标识
DOI:10.1109/tits.2023.3317095
摘要

The current Automatic Emergency Braking (AEB) system based on vehicle sensors has a field of view blind spot, greatly limiting its function. This paper proposes an optimization strategy for commercial vehicle AEB system based on unsafe control behavior to improve the safety and reliability of the AEB system. Firstly, the communication delay law of vehicle-to-vehicle communication under different working conditions is obtained through real vehicle tests. The delay is then used to compensate and correct parameters such as speed, displacement, and coordinates of the environmental vehicle, in order to account for the impact of communication delay on system decision-making. Next, an AEB strategy for commercial vehicles at the intersection section is formulated. When two vehicles are about to collide, the braking system of the test vehicle is controlled to automatically emergency brake with the maximum braking deceleration to avoid collision. The AEB system strategy is optimized based on the analysis of unsafe control behavior. Then, an improved Antenna historical optimum-based Beetle Antenna Search (ABAS) algorithm is proposed based on the Beetle Antenna Search (BAS) and Beetle Swarm Antenna Search (BSAS) algorithm, which improves the optimization performance of the algorithm under the known constraint space, such as vehicle motion modeling and collision avoidance. Finally, the simulation result show that our proposed method can effectively prevent the collision of two vehicles at the intersection, and has high safety and reliability.
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