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Traffic Multiresolution Modeling and Consistency Analysis of Urban Expressway Based on Asynchronous Integration Strategy

机译:基于异步集成策略的城市高速公路交通多分辨率建模与一致性分析

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摘要

The paper studies multiresolution traffic flow simulation model of urban expressway. Firstly, compared with two-level hybrid model, three-level multiresolution hybrid model has been chosen. Then, multiresolution simulation framework and integration strategies are introduced. Thirdly, the paper proposes an urban expressway multiresolution traffic simulation model by asynchronous integration strategy based on Set Theory, which includes three submodels: macromodel, mesomodel, and micromodel. After that, the applicable conditions and derivation process of the three submodels are discussed in detail. In addition, in order to simulate and evaluate the multiresolution model, "simple simulation scenario" of North-South Elevated Expressway in Shanghai has been established. The simulation results showed the following. (1) Volume-density relationships of three submodels are unanimous with detector data. (2) When traffic density is high, macromodel has a high precision and smaller error and the dispersion of results is smaller. Compared with macromodel, simulation accuracies of micromodel and mesomodel are lower but errors are bigger. (3) Multiresolution model can simulate characteristics of traffic flow, capture traffic wave, and keep the consistency of traffic state transition. Finally, the results showed that the novel multiresolution model can have higher simulation accuracy and it is feasible and effective in the real traffic simulation scenario.
机译:研究了城市高速公路的多分辨率交通流模拟模型。首先,与二级混合模型相比,选择了三级多分辨率混合模型。然后,介绍了多分辨率仿真框架和集成策略。第三,提出了一种基于集合论的异步集成策略的城市高速公路多分辨率交通仿真模型,包括宏观模型,中间模型和微观模型三个子模型。之后,详细讨论了这三个子模型的适用条件和推导过程。此外,为了模拟和评估多分辨率模型,建立了上海南北高架道路的“简单模拟方案”。仿真结果如下。 (1)三个子模型的体积-密度关系与检测器数据一致。 (2)流量密度高时,宏模型具有较高的精度和较小的误差,结果的离散度较小。与宏观模型相比,微观模型和介观模型的仿真精度较低,但误差较大。 (3)多分辨率模型可以模拟交通流的特征,捕获交通波,并保持交通状态转换的一致性。最后,结果表明,该新型多分辨率模型具有较高的仿真精度,在实际交通仿真中是可行和有效的。

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  • 来源
    《Modelling and simulation in engineering》 |2017年第2017期|3694791.1-3694791.19|共19页
  • 作者单位

    School of Civil Engineering, Suzhou University of Science and Technology, 1701 Binhe Road, New District, Suzhou, Jiangsu 215011, China,Department of Civil and Environmental Engineering, University of Wisconsin, 2312 Engineering Hall, 1415 Engineering Drive, Madison, WI 53706, USA;

    School of Civil Engineering, Suzhou University of Science and Technology, 1701 Binhe Road, New District, Suzhou, Jiangsu 215011, China,Department of Civil and Environmental Engineering, University of Wisconsin, 2312 Engineering Hall, 1415 Engineering Drive, Madison, WI 53706, USA;

    Department of Civil and Environmental Engineering, University of Wisconsin, 2312 Engineering Hall, 1415 Engineering Drive, Madison, WI 53706, USA;

    College of Transportation and Logistics, East China Jiaotong University, Changbei Open and Developing District, Nanchang, Jiangxi 330013, China;

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