Distributed Algorithm for Optimal Vehicle Coordination at Traffic Intersections

被引:21
作者
Jiang, Yuning [1 ]
Zanon, Mario [2 ]
Hult, Robert [2 ]
Houska, Boris [1 ]
机构
[1] Shanghai Tech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
[2] Chalmers Univ Technol, Dept Signals & Syst, Gothenburg, Sweden
基金
美国国家科学基金会; 瑞典研究理事会;
关键词
Autonomous Vehicles; Traffic Control; Optimal Control; Distributed Optimization; OPTIMIZATION;
D O I
10.1016/j.ifacol.2017.08.1511
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Automated vehicle coordination can be used to control vehicles across traffic intersections safely and efficiently. This paper proposes a novel parallelizable algorithm, which solves the coordination problem at traffic intersections under a given precedence order by using a tailored variant of the augmented Lagrangian based alternating direction inexact Newton method (ALADIN). Here, each vehicle solves its own optimal control problem and exchanges information about arrivial and departure times at the intersection with its neighbors such that collisions are avoided. We illustrate the performance of ALADIN by analyzing two scenarios, one during rush hour and one at low-traffic conditions. (C) 2017, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:11577 / 11582
页数:6
相关论文
共 16 条
[1]  
[Anonymous], 2012, DYNAMIC PROGRAMMING
[2]  
[Anonymous], FOUND TRENDS MACH LE
[3]  
[Anonymous], 1978, P 8 IFIP C OPT TEC 2
[4]   Vehicular Networks for Collision Avoidance at Intersections [J].
Azimi, Seyed Reza ;
Bhatia, Gaurav ;
Rajkumar, Ragunathan ;
Mudalige, Priyantha .
SAE INTERNATIONAL JOURNAL OF PASSENGER CARS-MECHANICAL SYSTEMS, 2011, 4 (01) :406-416
[5]  
Bard J. F., 1999, PRACTICAL BILEVEL OP
[6]   Cooperative Intersection Management: A Survey [J].
Chen, Lei ;
Englund, Cristofer .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (02) :570-586
[7]  
de Campos GR, 2013, IEEE INT C INTELL TR, P1456, DOI 10.1109/ITSC.2013.6728435
[8]  
Dresner K, 2004, P 3 INT JOINT C AUT, V3, P530
[9]   A smoothing method for mathematical programs with equilibrium constraints [J].
Facchinei, F ;
Jiang, HY ;
Qi, LQ .
MATHEMATICAL PROGRAMMING, 1999, 85 (01) :107-134
[10]   AN AUGMENTED LAGRANGIAN BASED ALGORITHM FOR DISTRIBUTED NONCONVEX OPTIMIZATION [J].
Houska, Boris ;
Frasch, Janick ;
Diehl, Moritz .
SIAM JOURNAL ON OPTIMIZATION, 2016, 26 (02) :1101-1127