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Data Structures for a Web-based Traffic Simulation Platform For Research and Education.

机译:用于研究和教育的基于Web的交通仿真平台的数据结构。

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摘要

This research intends to design and develop a traffic simulation platform for the purposes of research and education. After briefly reviewing traffic simulation and existing simulation approaches, the general procedure of conducting traffic simulation from the perspective of a transportation researcher is analyzed. With the specific needs in data requirements, modeling, etc. addressed, state-of-the-art software engineering design patterns such as Model-View-Controller, inversion of control, etc. are introduced to support such a simulation platform. Data structure and architecture are thereby proposed and implemented.;A highly open and flexible data structure is presented, along with a compact GIS model for traffic simulation that separates geometry and vehicle movements. A plug-in framework that supports such flexibility is devised with the intention to allow user to inject and customize simulation models efficiently.;Six algorithmic models are extracted out of generic traffic simulation procedure. They are simulation model, lane-changing model, car-following model, vehicle propagation model, random generation model, and routing model. Each of these models are replaceable plug-in in the platform to execute traffic simulation. Together with two non-parameter attributes functions, dynamic vehicle and driver properties, they consists the core part in running simulation on the platform.;TripSim (https://www.github.com/tripsim/trafficsim) are created as reference implementation.
机译:本研究旨在为研究和教育目的设计和开发一种交通模拟平台。在简要回顾了交通仿真和现有的仿真方法之后,从交通研究人员的角度分析了进行交通仿真的一般过程。针对数据需求,建模等方面的特定需求,引入了最新的软件工程设计模式,例如模型-视图-控制器,控制反转等,以支持这种仿真平台。从而提出并实现了数据结构和体系结构。提出了高度开放和灵活的数据结构,以及用于交通仿真的紧凑型GIS模型,该模型将几何形状和车辆运动分开。设计了一种支持这种灵活性的插件框架,旨在允许用户有效地注入和定制仿真模型。;从通用交通仿真过程中提取了六个算法模型。它们是仿真模型,变道模型,跟车模型,车辆传播模型,随机生成模型和路线模型。这些模型中的每一个都是平台中可替换的插件,以执行流量模拟。结合两个非参数属性函数,动态车辆和驾驶员属性,它们构成了在平台上运行仿真的核心部分。创建了TripSim(https://www.github.com/tripsim/trafficsim)作为参考实现。

著录项

  • 作者

    Shi, Xuan.;

  • 作者单位

    The University of Wisconsin - Madison.;

  • 授予单位 The University of Wisconsin - Madison.;
  • 学科 Civil engineering.;Web studies.
  • 学位 Ph.D.
  • 年度 2015
  • 页码 144 p.
  • 总页数 144
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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