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Optimal Design of Signal Controlled Road Networks Using Differential Evolution Optimization Algorithm

机译:基于差分进化优化算法的信号控制路网优化设计

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摘要

This study proposes a traffic congestion minimization model in which the traffic signal setting optimization is performed through a combined simulation-optimization model. In this model, the TRANSYT traffic simulation software is combined with Differential Evolution (DE) optimization algorithm, which is based on the natural selection paradigm. In this context, the EQuilibrium Network Design (EQND) problem is formulated as a bilevel programming problem in which the upper level is the minimization of the total network performance index. In the lower level, the traffic assignment problem, which represents the route choice behavior of the road users, is solved using the Path Flow Estimator (PFE) as a stochastic user equilibrium assessment. The solution of the bilevel EQND problem is carried out by the proposed Differential Evolution and TRANSYT with PFE, the so-called DETRANSPFE model, on a well-known signal controlled test network. Performance of the proposed model is compared to that of two previous works where the EQND problem has been solved by Genetic-Algorithms- (GAs-) and Harmony-Search- (HS-) based models. Results show that the DETRANSPFE model outperforms the GA- and HS-based models in terms of the network performance index and the computational time required.
机译:本研究提出了一种交通拥堵最小化模型,其中通过组合的仿真优化模型来执行交通信号设置优化。在该模型中,TRANSYT交通模拟软件与基于自然选择范式的差分演化(DE)优化算法相结合。在这种情况下,将均衡网络设计(EQND)问题表述为双层编程问题,其中上层是使总网络性能指标最小化。在较低的层次上,使用路径流估计器(PFE)作为随机用户平衡评估来解决代表道路用户的路线选择行为的交通分配问题。双级EQND问题的解决方案是通过在著名的信号控制测试网络上使用PFE进行的差分进化和TRANSYT(称为DETRANSPFE模型)来实现的。将所提出的模型的性能与先前的两个工作进行了比较,在前两个工作中,EQND问题已通过基于遗传算法(GAs)和和声搜索(HS-)的模型得以解决。结果表明,在网络性能指标和所需的计算时间方面,DETRANSPFE模型优于基于GA和HS的模型。

著录项

  • 来源
    《Mathematical Problems in Engineering》 |2013年第9期|696374.1-696374.11|共11页
  • 作者

    Huseyin Ceylan;

  • 作者单位

    Department of Civil Engineering, Engineering Faculty, Pamukkale University, 20070 Denizli, Turkey;

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  • 原文格式 PDF
  • 正文语种 eng
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