Multi-Vehicle Automated Driving as a Generalized Mixed-Integer Potential Game

被引:47
作者
Fabiani, Filippo [1 ,2 ]
Grammatico, Sergio [2 ]
机构
[1] Univ Pisa, Dept Informat Engn, I-56122 Pisa, Italy
[2] Delft Univ Technol, Delft Ctr Syst & Control, NL-2628 CN Delft, Netherlands
基金
欧洲研究理事会;
关键词
Games; Decision making; Safety; Vehicles; Planning; Vehicle dynamics; Road transportation; Autonomous vehicles; networked control systems; optimization methods; MODEL-PREDICTIVE CONTROL; THEORETIC APPROACH;
D O I
10.1109/TITS.2019.2901505
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper considers the multi-vehicle automated driving coordination problem. We develop a distributed, hybrid decision-making framework for safe and efficient autonomous driving of selfish vehicles on multi-lane highways, where each dynamics is modeled as a mixed-logical-dynamical system. We formalize the coordination problem as a generalized mixed-integer potential game, seeking an equilibrium solution that generates almost individually optimal mixed-integer decisions, given the safety constraints. Finally, we embed the proposed best-response-based algorithms within the distributed open- and closed-loop control policies.
引用
收藏
页码:1064 / 1073
页数:10
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