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Evaluation of origin/destination matrix estimation techniques to support aspects of traffic modeling.

机译:评估起点/终点矩阵估计技术以支持交通模型的各个方面。

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摘要

A travel demand forecasting model is a representation of the traffic volume on a roadway network. It is one of the most important analysis steps in transportation planning. Predicting the current or future traffic volume on roadways is essential to transportation planners because it enables them to effectively use tax payer’s dollars.;Unfortunately, the money and time required for data collection and model development frequently results in only a little left over for the forecasting phase. Finding ways to increase the speed and reduce costs associated with developing models would be beneficial to all communities, but especially small- and medium-sized communities where funds are limited or nonexistent and models are not always available.;This document presents a methodology for estimating an origin/destination matrix from existing traffic counts and determines the relationship between the number of traffic counts required in a network and the number of origin/destination pairs to build an accurate origin/destination matrix. This relationship is a contribution as it allows for decreases in the time and cost associated with developing models in small- and medium-sized communities.;A small fictitious network was created as an example to verify that the methodology works. Trips were assigned to the network and used as traffic counts. The methodology was employed to estimate the origin/destination pairs using all available traffic counts.;Since most communities do not have traffic counts available on all roadways, research was done to define the number of traffic counts required to accurately estimate an origin/destination matrix. An experimental process was created where scenarios of randomly removing traffic counts were simulated. It was found that roughly 65 percent of the traffic counts needed to be available for the example network.;The methodology was further tested by applying it to an actual city network. The experimental process was repeated. It was found that 75 to 80 percent of the traffic counts were required to accurately estimate the origin/destination matrix.;The relationship of traffic counts to origin/destination pairs revealed that four times more traffic counts than zones in the network were needed for accurate origin/destination matrix estimation.
机译:出行需求预测模型是道路网络上交通量的表示。这是运输计划中最重要的分析步骤之一。预测道路上当前或将来的交通量对于运输计划员来说至关重要,因为它使他们能够有效地使用纳税人的钱。不幸的是,数据收集和模型开发所需的金钱和时间通常只剩下一点点用于预测相。寻找提高速度并降低与开发模型相关的成本的方法将对所有社区都有利,特别是在资金有限或不存在且模型不总是可用的中小型社区中;本文档提供了一种估算方法根据现有流量计数中的起点/目的地矩阵,并确定网络中所需的流量计数的数量与起点/终点对的数量之间的关系,以建立准确的起点/终点矩阵。这种关系是一种贡献,因为它可以减少与中小型社区开发模型相关的时间和成本。;创建了一个小型虚拟网络作为示例,以验证该方法是否有效。行程被分配给网络并用作流量计数。该方法用于使用所有可用的交通流量来估算起点/终点对。由于大多数社区在所有道路上都没有可用的交通计数,因此进行了研究以定义准确估算起点/终点矩阵所需的交通计数的数量。创建了一个实验过程,其中模拟了随机删除流量计数的场景。发现示例网络需要大约65%的流量计数。该方法通过将其应用于实际的城市网络进行了进一步测试。重复实验过程。已发现准确估计起点/终点矩阵需要75%到80%的流量计数;流量计数与起点/终点对的关系表明,准确计数需要的流量是网络区域的四倍起点/终点矩阵估计。

著录项

  • 作者

    Wilson, Jeffrey Paul.;

  • 作者单位

    The University of Alabama in Huntsville.;

  • 授予单位 The University of Alabama in Huntsville.;
  • 学科 Engineering Civil.;Transportation.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 234 p.
  • 总页数 234
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TS97-4;
  • 关键词

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