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Estimating Crash Rate of Freeway Segments Using Simultaneous Equation Model

机译:用联立方程模型估算高速公路路段的碰撞率

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This study develops crash rate prediction models based on the premise that crash frequencies observed from adjacent paired non-weaving and weaving freeway segments are spatially correlated and therefore requires a simultaneous equation modeling approach. Simultaneous equation models for paired freeway non-weaving segments and weaving segments along with combined three freeway segments upstream and downstream were developed to investigate the relationship of crash rate with freeway characteristics. The endogenous variables have significant coefficients which indicate that unobserved variables exist on these contiguous segments, resulting in different crash rates. AADT is a variable that can show the interaction between the traffic and crashes on these contiguous segments. The results corroborate such an interaction. By comparing the simultaneous equation model and the multiple linear regression model, it is shown that more model parameters in the simultaneous models are significant than those from linear regression model. This demonstrates the existence of the correlation between the interchange and between-interchange segments. It is crucial that some variables like segment length can be identified significant in the simultaneous model, which provides a way to quantify the safety impact of freeway development.
机译:这项研究基于以下前提开发了碰撞率预测模型:从相邻的成对非编织和编织高速公路路段观察到的碰撞频率在空间上相关,因此需要同时方程建模方法。建立了成对的高速公路非织造段和织造段以及上游和下游三个组合高速公路段的联立方程模型,以研究碰撞率与高速公路特征的关系。内生变量具有显着的系数,表明这些连续段上存在未观察到的变量,从而导致不同的崩溃率。 AADT是一个变量,可以显示这些连续段上的流量和崩溃之间的交互。结果证实了这种相互作用。通过比较联立方程模型和多元线性回归模型,可以看出与线性回归模型相比,联立模型中更多的模型参数具有重要意义。这证明了互换段和互换段之间存在相关性。至关重要的是,可以在同时模型中识别出诸如路段长度之类的重要变量,这为量化高速公路发展的安全影响提供了一种方法。

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