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Freeway crash prediction models for long-range urban transportation planning.

机译:用于远程城市交通规划的高速公路碰撞预测模型。

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摘要

The need for safety assessment tools for long-range transportation planning was not seriously recognized until the Transportation Equity Act for Twenty-First Century (TEA-21) established a requirement related to safety considerations in the planning process of Metropolitan Planning Organizations (MPO). Currently, most MPOs do not assess the safety consequences of alternative transportation systems. The goal of this dissertation is to develop practical tools for assessing safety consequences of freeways in the context of long-range urban transportation plans. Data for freeway segments and crashes were obtained from North Carolina Department of Transportation and Tennessee Department of Transportation. Three different modeling approaches were utilized for analyzing crash and freeway data. These approaches are the analysis of variance, regression analysis, and classification tree analysis. Separate models were developed for each crash type by severity for non-interchange segments and interchange segments. Appropriate independent variables and model forms were selected based on the availability of future data for the variables and statistical measures. The prediction performance of the different developed models was assessed and compared. The research reveals characteristics and patterns of crashes on urban freeways and provides crash prediction models that can be utilized in the long-range transportation planning process.
机译:直到二十一世纪的运输公平法(TEA-21)在大城市规划组织(MPO)的规划过程中确立了与安全考虑相关的要求之前,对于远程运输规划的安全评估工具的需求并未得到认真的认识。当前,大多数MPO都没有评估替代运输系统的安全后果。本文的目的是在城市远程交通计划的背景下,开发评估高速公路安全后果的实用工具。从北卡罗来纳州交通运输部和田纳西州交通运输部获得了高速公路路段和车祸的数据。利用三种不同的建模方法来分析碰撞和高速公路数据。这些方法是方差分析,回归分析和分类树分析。针对非互换路段和互换路段的严重程度,针对每种碰撞类型开发了单独的模型。根据变量和统计量的未来数据的可用性选择适当的自变量和模型形式。评估并比较了不同开发模型的预测性能。该研究揭示了城市高速公路上撞车的特征和模式,并提供了可用于远程交通规划过程的撞车预测模型。

著录项

  • 作者

    Kiattikomol, Vasin.;

  • 作者单位

    The University of Tennessee.;

  • 授予单位 The University of Tennessee.;
  • 学科 Engineering Civil.; Transportation.
  • 学位 Ph.D.
  • 年度 2005
  • 页码 142 p.
  • 总页数 142
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 建筑科学;综合运输;
  • 关键词

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