Journal
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES
Volume 153, Issue -, Pages -Publisher
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.trc.2023.104231
Keywords
Macroscopic fundamental diagram; Optimal state feedback perimeter control; Constraint transcription; Hybrid optimization algorithm; Radial basis function
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Perimeter control manipulates traffic flow by adjusting traffic signals at border regions to alleviate urban traffic congestion. This paper addresses the issue of time delay dependence on traffic state in perimeter control and the unavailability of optimal reference points and equilibrium points in advance. An optimal feedback control problem is formulated, and a hybrid algorithm combining filled function method and gradient-based method is proposed to solve this challenging problem effectively.
Perimeter control is the manipulation of traffic flow by adjusting traffic signals on the borders between regions. It can be used to address the problem of traffic congestion in urban areas. Although there are many papers devoted to perimeter control, the dependence of time delay on traffic state is rarely considered. Moreover, most of them depend on accumulation reference points of the network and the stability of given equilibrium points to derive a perimeter controller. In reality, such equilibrium points and the optimal reference points are unavailable in advance. With these in minds, this paper formulates an optimal feedback perimeter control problem (OFPCP) subject to state-dependent delays without given information about the optimal reference point and equilibrium point. Different from the control method based on linearization or partial linearization, a hybrid algorithm combining filled function method and gradient -based method is introduced to solve this challenging optimal feedback control problem. Some experiments are performed to demonstrate the effectiveness of our method.
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