TY - JOUR
T1 - A cell transmission model for dynamic lane reversal with autonomous vehicles
AU - Levin, Michael W.
AU - Boyles, Stephen D.
N1 - Publisher Copyright:
© 2016 Elsevier Ltd.
PY - 2016/7/1
Y1 - 2016/7/1
N2 - 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.
AB - 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.
KW - Autonomous vehicles
KW - Cell transmission model
KW - Dynamic lane reversal
KW - Dynamic traffic assignment
UR - http://www.scopus.com/inward/record.url?scp=84962726970&partnerID=8YFLogxK
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U2 - 10.1016/j.trc.2016.03.007
DO - 10.1016/j.trc.2016.03.007
M3 - Article
AN - SCOPUS:84962726970
SN - 0968-090X
VL - 68
SP - 126
EP - 143
JO - Transportation Research Part C: Emerging Technologies
JF - Transportation Research Part C: Emerging Technologies
ER -