Inverse Problem for Non-Viscous Mean Field Control: Example From Traffic

被引:19
|
作者
Kachroo, Pushkin [1 ]
Agarwal, Shaurya [2 ]
Sastry, Shankar [3 ]
机构
[1] Univ Nevada, Dept Elect & Comp Engn, Las Vegas, NV 89154 USA
[2] Univ Nevada, Las Vegas, NV 89154 USA
[3] Univ Calif Berkeley, Berkeley, CA 94720 USA
基金
美国国家科学基金会;
关键词
FPK; HJB; inverse problem; LWR; mean field games; traffic modeling; travel time; BOUNDARY-CONDITIONS; WAVES;
D O I
10.1109/TAC.2015.2511929
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 paper presents an inverse problem for mean field games where we find the mean field problem statement for which the given dynamics is the solution. We use distributed traffic as an example and derive the classic Lighthill Whitham Richards (LWR) model as a solution of the non-viscous mean field game. We also derive the same model by choosing a different problem where we use travel time, which is a distributed parameter, as the cost for the optimal control. We then study the stationary versions of these two problems and provide numerical solutions for the same.
引用
收藏
页码:3412 / 3421
页数:10
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