Shared Driving Control between Human and Autonomous Driving System via Conflict resolution using Non-Cooperative Game Theory

被引:0
|
作者
Jugade, Shriram C. [1 ]
Victorino, Alessandro C. [2 ]
Cherfaoui, Veronique B. [1 ]
机构
[1] Univ Technol Compiegne, Sorbonne Univ, CNRS, Heudiasyc UMR 7253, CS 60319, F-60203 Compigne, France
[2] Univ Fed Minas Gerais, Dept Mech Engn, Av Antonio Carlos 6627, Belo Horizonte, MG, Brazil
来源
2019 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC) | 2019年
基金
欧盟地平线“2020”;
关键词
Shared driving; ADAS; non-cooperative game; Nash equilibrium; conflict resolution; human driving behavior; autonomous driving system; intelligent vehicles;
D O I
暂无
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Shared driving control between human driver and autonomous driving system (AutoSys) is very significant with respect to its contribution to the field of ADAS. In this paper, we present a shared driving methodology through the fusion of the individual driving inputs of human driver and AutoSys, which computes the final driving input for the vehicle. This is achieved through the conflict resolution between the two drivers using non-cooperative game theory. The methodology of the fusion process is based on some features like driving decision admissibility (related to collision risk assessment), future predictions of driving profiles, individual driving intentions comparison (based on a similarity measure method) that are described in the article. A two player non-cooperative game is defined incorporating the driving admissibility and intentions. Conflict resolution is achieved through an optimal bargaining solution given by Nash Equilibrium. The validation is carried out on a driving simulator integrated with the softwares like IPG CarMaker and Simulink. The results for various driving scenarios are presented.
引用
收藏
页码:2141 / 2147
页数:7
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