An adaptive dynamic programming controller makes a two-region macroscopic traffic network track a time-varying desired accumulation trajectory without knowing the traffic dynamics, beating fixed set-point control in simulation.
Analytical optimal solution of perimeter traffic flow control based on mfd dynamics: A pontryagin’s maximum principle approach,
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Learning-Based Tracking Perimeter Control for Two-region Macroscopic Traffic Dynamics
An adaptive dynamic programming controller makes a two-region macroscopic traffic network track a time-varying desired accumulation trajectory without knowing the traffic dynamics, beating fixed set-point control in simulation.