A PDE-ODE model for traffic control with autonomous vehicles

被引:6
作者
Liard, Thibault [1 ]
Stern, Raphael [2 ]
Monache, Maria Laura Delle [3 ]
机构
[1] Univ Limoges, CNRS, XLIM, UMR 7252, F-87000 Limoges, France
[2] Univ Minnesota, Dept Civil Environm & Geoengn, 500 Pillsbury Dr SE, Minneapolis, MN 55406 USA
[3] Univ Calif Berkeley, Dept Civil & Environm Engn, Berkeley, CA 94720 USA
基金
欧洲研究理事会;
关键词
scalar conservation laws; PDE-ODE systems; tra ffi c control; tra ffi c flow models; autonomous vehicles; SCALAR CONSERVATION-LAWS; WAVES; FLOW; CONSTRAINTS; STABILITY;
D O I
10.3934/nhm.2023051
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We consider a partial differential equation - ordinary differential equation system to describe the dynamics of traffic flow with autonomous vehicles. In the model, the bulk flow of human drivers is represented by a scalar conservation law, while each autonomous vehicle is described by an ordinary differential equation. The coupled PDE-ODE model is introduced, and existence of solutions for this model is shown, along with a proposed algorithm to construct approximate solutions. Next, we propose a control strategy for the speeds of the autonomous vehicles to minimize the average fuel consumption of the entire traffic flow. Existence of solutions for the optimal control problem is proved, and we numerically show that a reduction in average fuel consumption is possible with an AV acting as a moving bottleneck.
引用
收藏
页码:1190 / 1206
页数:17
相关论文
共 27 条
[11]   STABILITY ESTIMATES FOR SCALAR CONSERVATION LAWS WITH MOVING FLUX CONSTRAINTS [J].
Delle Monache, Maria Laura ;
Goatin, Paola .
NETWORKS AND HETEROGENEOUS MEDIA, 2017, 12 (02) :245-258
[12]   A FRONT TRACKING METHOD FOR A STRONGLY COUPLED PDE-ODE SYSTEM WITH MOVING DENSITY CONSTRAINTS IN TRAFFIC FLOW [J].
Delle Monache, Maria Laura ;
Goatin, Paola .
DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES S, 2014, 7 (03) :435-447
[13]  
Evans L. C., 1991, Measure Theory and Fine Properties of Functions
[14]   A multiscale model for traffic regulation via autonomous vehicles [J].
Garavello, Mauro ;
Goatin, Paola ;
Liard, Thibault ;
Piccoli, Benedetto .
JOURNAL OF DIFFERENTIAL EQUATIONS, 2020, 269 (07) :6088-6124
[15]   How to assess the benefits of connected vehicles? A simulation framework for the design of cooperative traffic management strategies [J].
Gueriau, Maxime ;
Billot, Romain ;
El Faouzi, Nour-Eddin ;
Monteil, Julien ;
Armetta, Frederic ;
Hassas, Salima .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2016, 67 :266-279
[16]  
Huang K, 2019, IEEE INT C INTELL TR, P3269, DOI 10.1109/ITSC.2019.8917021
[17]   Reducing Traffic Jams via VANETs [J].
Knorr, Florian ;
Baselt, Daniel ;
Schreckenberg, Michael ;
Mauve, Martin .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2012, 61 (08) :3490-3498
[18]   HYPERBOLIC SYSTEMS OF CONSERVATION LAWS .2. [J].
LAX, PD .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1957, 10 (04) :537-566
[19]  
Liard T, 2021, COMMUN MATH SCI, V19, P919
[20]   WELL-POSEDNESS FOR SCALAR CONSERVATION LAWS WITH MOVING FLUX CONSTRAINTS [J].
Liard, Thibault ;
Piccoli, Benedetto .
SIAM JOURNAL ON APPLIED MATHEMATICS, 2019, 79 (02) :641-667