Reliability of Self-Driving Cars: When Can We Remove the Safety Driver?

被引:4
作者
Bjelica, Milan Z. Z. [1 ,2 ,3 ]
Mrazovac, Bojan [1 ,4 ]
机构
[1] Univ Novi Sad, Fac Tech Sci, Novi Sad 21000, Serbia
[2] Univ Calif San Diego, Div Extended Studies, San Diego, CA 93027 USA
[3] NIT Inst, Novi Sad 21000, Serbia
[4] NTT Data, Novi Sad 21000, Serbia
关键词
Safety; Vehicles; Artificial intelligence; ISO Standards; Standards; Reliability theory; Hardware;
D O I
10.1109/MITS.2023.3244271
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Self-driving cars and other vehicles are being increasingly demonstrated, released, and deployed on roads. Yet only a handful of special-case vehicles have obtained a permit to go fully driverless, and our passenger cars still require drivers at the steering wheel to correct the car if something goes wrong. Safety drivers, which operate autonomous vehicles in testing phases, upon occasions were unable to correct the faulty behavior of their vehicles, inducing accidents and, unfortunately, casualties. This article proposes a method to analyze the reliability of autonomous vehicles applying the classical reliability theory and software reliability growth models (SRGMs). This method is then applied to real-world data to get some predictions on what is really needed to safely remove the driver and go fully driverless.
引用
收藏
页码:46 / 54
页数:9
相关论文
共 23 条
[1]  
[Anonymous], 2018, 26262 ISO
[2]  
[Anonymous], 2020, AUT VEH SAF
[3]  
[Anonymous], 2010, FIDES GUID 2009 REL
[4]  
[Anonymous], 2022, Road Vehicles-Safety of the Intended Functionality
[5]  
[Anonymous], 2021, Autonomous Vehicles Testing with a Driver
[6]  
[Anonymous], 2021, 2021 Interagency Environmental Justice Working Group: A Guide for 2022, P1
[7]   Central Vehicle Computer Design: Software Taking Over [J].
Bjelica, Milan Z. ;
Lukac, Zeljko .
IEEE CONSUMER ELECTRONICS MAGAZINE, 2019, 8 (06) :84-90
[8]   TIME-DEPENDENT ERROR-DETECTION RATE MODEL FOR SOFTWARE RELIABILITY AND OTHER PERFORMANCE-MEASURES [J].
GOEL, AL ;
OKUMOTO, K .
IEEE TRANSACTIONS ON RELIABILITY, 1979, 28 (03) :206-211
[9]  
Hong Y., 2021, ARXIV
[10]   Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability? [J].
Kalra, Nidhi ;
Paddock, Susan M. .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2016, 94 :182-193