Optimizing the safety-efficiency balancing of automated vehicle car-following

被引:14
作者
Liu, Xiaobo [1 ,3 ]
Shen, Danqi [1 ]
Lai, Lijuan [1 ]
Le Vine, Scott [1 ,2 ]
机构
[1] Southwest Jiaotong Univ, Sch Transportat & Logist, Chengdu 610031, Sichuan, Peoples R China
[2] SUNY Coll New Paltz, Dept Geog, New Paltz, NY 12561 USA
[3] Southwest Jiaotong Univ, Natl Engn Lab Integrated Transportat Big Data App, Chengdu 611756, Peoples R China
基金
美国国家科学基金会;
关键词
Automated driving; Optimization; Car-following; Hand rule; AUTONOMOUS VEHICLES; RISK;
D O I
10.1016/j.aap.2020.105435
中图分类号
TB18 [人体工程学];
学科分类号
1201 ;
摘要
This paper proposes an approach to rationally set automated vehicles' car following behavior that explicitly balances between the competing considerations of safety (i.e. small probabilities of a high-consequence crash) and efficiency (guaranteed but small impacts on journey arrival time due to the choice of car following distance). The specification of safety and efficiency are both based on empirically supported concepts and data. In numerical analyses with empirical vehicle trajectories at two sites, we demonstrate intuitive response to systematic variation in numerical values selected as inputs, as well as whether the scope of the efficiency consideration is selfish or systemwide. The proposed balancing is aligned with the standard "Hand Rule" criterion to demonstrate that a duty of care has been met, in which a burden must be borne if it is less than the product of the probability of loss to a third party and the magnitude of loss. Thus the proposed approach is intended to be useful for designers of control algorithms for AVs to establish that they have met their duty of care, taking both safety and efficiency into account.
引用
收藏
页数:9
相关论文
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