A cell transmission model for dynamic lane reversal with autonomous vehicles

被引:82
|
作者
Levin, Michael W. [1 ]
Boyles, Stephen D. [1 ]
机构
[1] Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USA
基金
美国国家科学基金会;
关键词
Dynamic lane reversal; Autonomous vehicles; Cell transmission model; Dynamic traffic assignment; ADAPTIVE CRUISE CONTROL; TRAFFIC-FLOW; OPTIMIZATION; HIGHWAY; NETWORK; WAVES; ROADS; TIME;
D O I
10.1016/j.trc.2016.03.007
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Autonomous vehicles admit consideration of novel traffic behaviors such as reservation based intersection controls and dynamic lane reversal. We present a cell transmission model formulation for dynamic lane reversal. For deterministic demand, we formulate the dynamic lane reversal control problem for a single link as an integer program and derive theoretical results. In reality, demand is not known perfectly at arbitrary times in the future. To address stochastic demand, we present a Markov decision process formulation. Due to the large state size, the Markov decision process is intractable. However, based on theoretical results from the integer program, we derive an effective heuristic. We demonstrate significant improvements over a fixed lane configuration both on a single bottleneck link with varying demands, and on the downtown Austin network. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:126 / 143
页数:18
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