A bilevel programming model for autonomous intersection control and trajectory planning

被引:44
作者
Zhao, Weiming [1 ]
Liu, Ronghui [1 ]
Ngoduy, Dong [2 ]
机构
[1] Univ Leeds, Inst Transport Studies, Leeds, W Yorkshire, England
[2] Univ Canterbury, Civil & Nat Resources Engn, Christchurch, New Zealand
关键词
Autonomous vehicle; intersection control; trajectory planning; bilevel programming;
D O I
10.1080/23249935.2018.1563921
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Advances in autonomous and connected vehicles bring new opportunities for intelligent intersection control strategies. In this paper, we propose a centralised way to jointly integrate an intersection control problem with vehicle trajectory planning. It is formulated as a bilevel optimisation problem in which the upper level is designed to minimise the total travel time by a mixed integer linear programming (MILP) model. In contrast, the lower level is a linear programming (LP) model with an objective function to maximise the total speed entering the intersection. The two levels are coupled by the arrival time and terminal speed. By using the relationship between the safe time headway and the process time, a novel platoon-based method is developed to reduce the computational burden. Finally, simulation tests are carried out to investigate the control performance under different demands, intersection lengths, communication ranges and traffic compositions.
引用
收藏
页码:34 / 58
页数:25
相关论文
共 48 条
[1]  
[Anonymous], 2005, 4 INT JOINT C AUTONO
[2]  
[Anonymous], 2017, Gurobi optimizer reference manual
[3]  
[Anonymous], 2006, 4 INT WORKSHOP AGENT
[4]  
Bard J., 1998, PRACTICAL BILEVEL OP
[5]   A distributed approach for coordination of traffic signal agents [J].
Bazzan, ALC .
AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS, 2005, 10 (02) :131-164
[6]   Personalized Driver Assistance for Signalized Intersections Using V2I Communication [J].
Butakov, Vadim A. ;
Ioannou, Petros .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (07) :1910-1919
[7]   Annotated bibliography on bilevel programming and mathematical programs with equilibrium constraints [J].
Dempe, S .
OPTIMIZATION, 2003, 52 (03) :333-359
[8]  
Dempe S., 2002, FDN BILEVEL PROGRAMM
[9]   A multivariable regulator approach to traffic-responsive network-wide signal control [J].
Diakaki, C ;
Papageorgiou, M ;
Aboudolas, K .
CONTROL ENGINEERING PRACTICE, 2002, 10 (02) :183-195
[10]   Overview and analysis of Vehicle Automation and Communication Systems from a motorway traffic management perspective [J].
Diakaki, Christina ;
Papageorgiou, Markos ;
Papamichail, Ioannis ;
Nikolos, Ioannis .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2015, 75 :147-165