Polling-Systems-Based Autonomous Vehicle Coordination in Traffic Intersections With No Traffic Signals

被引:51
作者
Miculescu, David [1 ]
Karaman, Sertac [1 ]
机构
[1] MIT, Dept Aeronaut & Astronaut, Lab Informat & Decis Syst, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Autonomous vehicles; Safety; Stochastic processes; Delays; Control systems; Optimal scheduling; Throughput; Agents and autonomous systems; autonomous systems; optimization; queueing systems; AIRCRAFT FLOWS; COLLISION-AVOIDANCE; CONFLICT-RESOLUTION; PERFORMANCE; MANAGEMENT; STABILITY;
D O I
10.1109/TAC.2019.2921659
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As autonomous vehicle technology advances rapidly, the design and operation of networks composed of fully autonomous vehicles have attracted immense interest. It is widely anticipated that fully autonomous vehicle networks will drastically improve performance. In this paper, we consider a widely studied problem, in which autonomous vehicles arriving at an intersection adjust their speeds to traverse the intersection as rapidly as possible, while avoiding collisions. We propose a coordination control algorithm, assuming stochastic models for the arrival times of the vehicles. The proposed algorithm extends the widely studied polling systems analysis to the case involving customers subject to second-order differential constraints. We provide provable guarantees on 1) safety, no collisions occur surely, and 2) performance, rigorous bounds on the expected delay. We also provide a stability analysis for the resulting queueing system. We demonstrate the algorithm in an extensive simulation study, providing one to two orders of magnitude improvement in delays over the traditional traffic light.
引用
收藏
页码:680 / 694
页数:15
相关论文
共 64 条
  • [1] Collision Avoidance in Air Traffic Management: A Mixed-Integer Linear Optimization Approach
    Alonso-Ayuso, Antonio
    Escudero, Laureano F.
    Javier Martin-Campo, F.
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2011, 12 (01) : 47 - 57
  • [2] Bounds for performance measures of token rings
    Altman, E
    Kofman, D
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 1996, 4 (02) : 292 - 299
  • [3] ALTMAN E, 1993, TR938 UNCOR
  • [4] [Anonymous], 2012, 2012010292 SAE
  • [5] [Anonymous], 2015, Gurobi optimizer reference manual
  • [6] [Anonymous], THESIS
  • [7] [Anonymous], 2010, P 1 AAAI C BRIDG GAP
  • [8] [Anonymous], 2019, IEEE T INTELL TRANSP
  • [9] [Anonymous], 1995, Stochastic Geometry and its Applications
  • [10] [Anonymous], J ARTIFICAL INTELLIG