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
[1]  
Ramadan RA, 2017, Arxiv, DOI [arXiv:1702.07995, DOI 10.48550/ARXIV.1702.07995]
[2]   Estimating vehicle fuel consumption and emissions based on instantaneous speed and acceleration levels [J].
Ahn, K ;
Rakha, H ;
Trani, A ;
Van Aerde, M .
JOURNAL OF TRANSPORTATION ENGINEERING, 2002, 128 (02) :182-190
[3]  
Berry I. M., 2010, The effects of driving style and vehicle performance on the real-world fuel consumption of U.S. light-duty vehicles
[4]   A conservative scheme for non-classical solutions to a strongly coupled PDE-ODE problem [J].
Chalons, C. ;
Delle Monache, M. L. ;
Goatin, P. .
INTERFACES AND FREE BOUNDARIES, 2017, 19 (04) :553-570
[5]  
Cicic M, 2018, IEEE INT C INTELL TR, P766, DOI 10.1109/ITSC.2018.8569960
[6]  
Cui SM, 2017, IEEE INT VEH SYM, P1336, DOI 10.1109/IVS.2017.7995897
[8]  
Davis LC, 2004, PHYS REV E, V69, DOI 10.1103/PhysRevE.69.066110
[9]   Scalar conservation laws with moving constraints arising in traffic flow modeling: An existence result [J].
Delle Monache, M. L. ;
Goatin, P. .
JOURNAL OF DIFFERENTIAL EQUATIONS, 2014, 257 (11) :4015-4029
[10]   TRAFFIC RECONSTRUCTION USING AUTONOMOUS VEHICLES [J].
Delle Monache, Maria Laura ;
Liard, Thibault ;
Piccoli, Benedetto ;
Stern, Raphael ;
Work, Dan .
SIAM JOURNAL ON APPLIED MATHEMATICS, 2019, 79 (05) :1748-1767