主办:陕西省汽车工程学会
ISSN 1671-7988  CN 61-1394/TH
创刊:1976年

汽车实用技术 ›› 2022, Vol. 47 ›› Issue (24): 33-39.DOI: 10.16638/j.cnki.1671-7988.2022.024.006

• 智能网联汽车 • 上一篇    

某车自动紧急制动系统可靠性分析

刘 涛,周忠贺*,迟 霆   

  1. 中国第一汽车集团有限公司 智能网联开发院
  • 出版日期:2022-12-30 发布日期:2022-12-30
  • 通讯作者: 周忠贺
  • 作者简介:刘涛(1982—),男,博士,高级工程师,研究方向为车辆动力学及其控制,自动驾驶仿真开发与测试,E-mail: liutao1@faw.com.cn。

Reliability Analysis of Autonomous Emergency Braking System for a Certain Car

LIU Tao, ZHOU Zhonghe* , CHI Ting   

  1. Intelligent Connected Vehicle Development Institute, China FAW Group Company Limited
  • Online:2022-12-30 Published:2022-12-30
  • Contact: ZHOU Zhonghe

摘要: 自动驾驶测试场景具有无限丰富、极其复杂、不可穷尽的特点,传统的测试手段难以 对自动驾驶系统安全性进行较为全面的评估。仿真测试具有效率高、成本低、测试过程安全 等特点,现已成为自动驾驶测试和验证的重要手段,测试和量化自动驾驶系统的可靠性,理 论上需要完成所有场景的测试,但是完成对所有的场景的穷举和测试并不现实。基于仿真测 试场景,利用高效的响应面构造方法及抽样方法对自动驾驶系统进行评估为研究自动驾驶系 统的可靠性提供了一种新的方向和思路。本文基于一汽集团某车型自动紧急制动(AEB)算 法,搭建仿真测试系统,建立了直道 CCRm 仿真场景,并以前方匀速行驶车辆追尾测试 (CCRm)为例,运用克里金法建立了场景变量与输出之间的高质量响应面,通过方差法量 化了场景变量的敏感度;并基于合肥某条高架道路车速分布,结合拉丁超立方抽样,得到直 道 CCRm 场景下自动紧急制动系统作用时的两车最小相对距离的分布以及自动紧急制动系统 的失效概率,研究结果可为自动紧急制动系统评估提供有力支撑。

关键词: 仿真测试;自动紧急制动(AEB)系统;拉丁超立方抽样;响应面;敏感性;可靠性

Abstract: Autonomous driving test scenarios are infinitely rich, extremely complex and inexhaustible, it is difficult for traditional testing methods to comprehensively evaluate the safety of autonomous driving system. Simulation test has the characteristics of high efficiency, low cost and safe test procedure, and has become an important means for autonomous driving test and verification, to test and quantify the reliability of the autonomous driving system, in theory, it is necessary to test all the scenarios, but it is not realistic to exhaust and test all scenarios. Based on the autonomous emergency braking (AEB) algorithm of a certain car, the simulation test system is built, and straight CCRm simulation scenarios are established. This paper takes the Car-to-Car Rear Moving test (CCRm)simulation scenario as example, the Kriging method is used to establish high-quality response surface between scenario variables and system output , and the sensitivity of the scenario variables is quantified through the variance method. Based on the speed distribution of an elevated highway in Hefei, combined with Latin hypercube sampling, the distribution of the minimum relative distance between two vehicles when the autonomous emergency braking system acts under the straight CCRm scenario and the failure probability of the autonomous emergency braking system are obtained. The research results can provide strong support for the evaluation of the autonomous emergency braking system.

Key words: Simulation test; Autonomous Emergency Braking System; Latin hypercube sampling; Response surface; Sensitivity; Reliability