A Stochastic Formulation of the Optimal Boundary Control Problem Involving the Lighthill Whitham Richards Model

被引:3
|
作者
Liu, Hao [1 ]
Claudel, Christian [1 ]
Machemehl, Randy B. [1 ]
机构
[1] Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USA
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 09期
关键词
Traffic control; linear programming; stochastic programming; chance constraints; optimal control; HAMILTON-JACOBI EQUATIONS; HIGHWAY; WAVES;
D O I
10.1016/j.ifacol.2018.07.055
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It has been previously shown that the traffic control problem can be formulated as a Linear Programming (LP) problem when the corresponding initial conditions are fixed while they can be uncertain in actual control problems. This paper gives a stochastic programming formulation of the control problem, involving chance constraints to capture the uncertainty associated with the initial conditions. Different objective functions are explored using this framework and the solutions to the control problems agree well with the Monte Carlo simulation based control. To the authors' best knowledge, this is the first time that the influence of initial condition uncertainty on traffic control is investigated through stochastic programming with chance constraints. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:337 / 342
页数:6
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