Adequate Testing Unmanned Autonomous Vehicle Systems - Infrastructures, Approaches, Issues, Challenges, and Needs

被引:2
|
作者
Gao, Jerry [1 ,2 ]
Wu, WenCen [1 ]
Aktouf, Oum-El-Kheir [3 ,4 ]
机构
[1] San Jose State Univ, Comp Engn Dept, San Jose, CA 95192 USA
[2] ALPSTouchStone Inc, Appl Data Sci Dept, San Jose, CA 95131 USA
[3] Univ Grenoble Alpes, Grenoble INP, LCIS, F-26000 Valence, France
[4] Univ Grenoble Alpes, Inst Engn, Valence, France
关键词
Unmanned autonomous vehicles; test; quality assurance; artificial intelligence; machine learning; tutorial;
D O I
10.1109/SOSE55356.2022.00025
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Development of autonomous vehicles is seen as a solution to many of today's societal and everyday issues such as traffic congestion, road accidents, and air pollution. Unmanned autonomous vehicles are complex systems and testing such systems raises many challenges. This paper, written in a position paper to review main aspects of testing of unmanned autonomous vehicles, from test requirements and needs to test modes, approaches and methods, platforms, and infrastructures. Artificial intelligence especially machine learning, is part of such systems. We show throughout the paper the existing interplay between testing and artificial intelligence as testing could take benefit from artificial intelligence and machine learning, but also artificial intelligence approaches need to be validated. In addition, challenges, issues, and needs are discussed, and future research directions are highlighted.
引用
收藏
页码:154 / 164
页数:11
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