Decentralised Multi-intersection Congestion Control for Connected Autonomous Vehicles

被引:0
|
作者
Vu, Huan [1 ]
Aknine, Samir [1 ]
Ramchurn, Sarvapali [2 ]
Farinelli, Alessandro [3 ]
机构
[1] Univ Lyon 1, Univ Lyon, CNRS, LIRIS,UMR5205, F-69622 Lyon, France
[2] Univ Southampton, Southampton, England
[3] Univ Verona, Dept Comp Sci, Verona, Italy
关键词
Congestion control; Connected vehicles; Distributed constraints optimisation; KINEMATIC WAVES;
D O I
10.1007/978-3-030-66412-1_3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a decentralised mechanism for traffic control of connected autonomous vehicles in settings where multiple road intersections have to be managed and optimised. We propose a solution based on the distributed constraint optimisation approach (DCOP). We build upon state of the art algorithm for single-intersection management in order to manage congestion both across and within intersections. Furthermore, to solve the DCOP, we propose an improved node ordering policy for the Max-sum AD VP algorithm. Empirical evaluation of our model and algorithm demonstrate that our approach outperforms existing benchmarks by up to 32% in terms of average delay for both single and multiple intersection setup.
引用
收藏
页码:37 / 51
页数:15
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