城市交通控制双层次优化与非线性优化的比较

K. Stoilova, T. Stoilov
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引用次数: 0

摘要

本研究的目标是通过减少城市网络中等待车辆的数量来改善城市网络十字路口的交通行为。这一目标是通过双层优化实现的,与经典优化相比,双层优化具有显著的优势。本研究的附加值在于对优化问题的解析形式化。该问题在网络的各个方向上使出方向的流量值优于入方向的流量值,从而减少了等待车辆的数量。本研究采用双层优化方法,将预测控制规则应用于每个交通灯周期。这使得绿灯和周期持续时间能够根据交通流量进行额外的调整。对双能级解进行了数值计算,并与经典的单准则优化进行了比较。通过比较,证明了双层优化的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of Bi-level and Nonlinear Optimization for Urban Traffic Control
The goal of this research is to improve the traffic behavior at crossroads of the urban network by decreasing the waiting vehicles in the network. This goal is achieved through bi-level optimization, which has significant advantages compared to classical optimization. The added value in this research is the analytical formalization of the optimization problem. The problem gives superiority to the values of the outgoing flows in comparison with the incoming traffic flow in each direction of the network, which results in the decrease of waiting vehicles. The research applies control rules of predictive control at each traffic light cycle by the bi-level optimization methodology. This enables additional adaptation of the green light and cycle durations to the traffic flows. The bi-level solutions are numerically evaluated and compared with the classical (one-criterion) optimization. The comparison demonstrates the advantages of bi-level optimization.
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