Collision Avoidance: A Literature Review on Threat-Assessment Techniques

被引:77
|
作者
Dahl, John [1 ,2 ]
de Campos, Gabriel Rodrigues [1 ]
Olsson, Claes [1 ]
Fredriksson, Jonas [2 ]
机构
[1] Zenuity, S-41756 Gothenburg, Sweden
[2] Chalmers Univ Technol, Dept Elect Engn, S-41296 Gothenburg, Sweden
来源
关键词
Threat-assessment algorithms; decision-making methods; intelligent vehicles; active-safety systems; MODEL-PREDICTIVE CONTROL; DECISION-MAKING; VEHICLES; FRAMEWORK; SAFETY; VERIFICATION;
D O I
10.1109/TIV.2018.2886682
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For the last few decades, a lot of attention has been given to intelligent vehicle systems, and in particular to automated safety and collision avoidance solutions. In this paper, we present a literature review and analysis of threat-assessment methods used for collision avoidance. We will cover algorithms that are based on single-behavior threat metrics, optimization methods, formal methods, probabilistic frameworks, and data driven approaches, i.e., machine learning. The different theoretical algorithms are finally discussed in terms of computational complexity, robustness, and most suited applications.
引用
收藏
页码:101 / 113
页数:13
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