Dynamic Traffic Reconstruction using Probe Vehicles

被引:0
作者
Barreau, Matthieu [1 ]
Selivanov, Anton [2 ]
Johansson, Karl Henrik [1 ]
机构
[1] KTH Royal Inst Technol Stockholm, Div Decis & Control Syst, Stockholm, Sweden
[2] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield, S Yorkshire, England
来源
2020 59TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2020年
关键词
STATE ESTIMATION; OBSERVER; WAVES; FLOW;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article deals with the observation problem in traffic flow theory. The model used is the quasiilinear viscous Burgers equation. Instead of using the traditional fixed sensors to estimate the state of the traffic at given points, the measurements here are obtained from Probe Vehicles (PVs). We propose then a moving dynamic boundary observer whose boundaries are defined by the trajectories of the PVs. The main result of this article is the exponential convergence of the observation error, and, in some cases, its finite-time convergence. Finally, numerical simulations show that it is possible to observe the traffic in the congested, free-flow, and mixed regimes provided that the number of PVs is large enough.
引用
收藏
页码:233 / 238
页数:6
相关论文
共 29 条
[1]  
Amin S., 2008, Mobile century using gps mobile phones as traffic sensors : A field experiment
[2]  
[Anonymous], 2010, Partial Differential Equations
[3]  
Bastin G, 2016, PROG NONLINEAR DIFFE, V88, P1, DOI 10.1007/978-3-319-32062-5
[4]  
Benia Y, 2016, ELECTRON J DIFFER EQ
[5]  
Brezis H, 2011, UNIVERSITEXT, P1
[6]  
Burgers J. M., 2013, NONLINEAR DIFFUSION
[7]   Boundary observers for linear and quasi-linear hyperbolic systems with application to flow control [J].
Castillo, Felipe ;
Witrant, Emmanuel ;
Prieur, Christophe ;
Dugard, Luc .
AUTOMATICA, 2013, 49 (11) :3180-3188
[8]  
Cicic M, 2018, IEEE INT C INTELL TR, P766, DOI 10.1109/ITSC.2018.8569960
[9]   Analysis and Numerical Simulation of Viscous Burgers Equation [J].
Clark, H. R. ;
Rincon, M. A. ;
Silva, A. .
NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION, 2011, 32 (07) :695-716
[10]   ON A QUASI-LINEAR PARABOLIC EQUATION OCCURRING IN AERODYNAMICS [J].
COLE, JD .
QUARTERLY OF APPLIED MATHEMATICS, 1951, 9 (03) :225-236