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飓风桑迪背景下高速公路事故持续时间的空间分析。

Spatial analysis of highway incident durations in the context of Hurricane Sandy.

作者信息

Xie Kun, Ozbay Kaan, Yang Hong

机构信息

Department of Civil and Urban Engineering, New York University, Brooklyn, NY, United States; Center for Urban Science and Progress (CUSP), New York University, Brooklyn, NY, United States; Urban Mobility and Intelligent Transportation Systems (UrbanMITS) Laboratory, New York University, Brooklyn, NY, United States.

出版信息

Accid Anal Prev. 2015 Jan;74:77-86. doi: 10.1016/j.aap.2014.10.015. Epub 2014 Oct 28.

Abstract

The objectives of this study are (1) to develop an incident duration model which can account for the spatial dependence of duration observations, and (2) to investigate the impacts of a hurricane on incident duration. Highway incident data from New York City and its surrounding regions before and after Hurricane Sandy was used for the study. Moran's I statistics confirmed that durations of the neighboring incidents were spatially correlated. Moreover, Lagrange Multiplier tests suggested that the spatial dependence should be captured in a spatial lag specification. A spatial error model, a spatial lag model and a standard model without consideration of spatial effects were developed. The spatial lag model is found to outperform the others by capturing the spatial dependence of incident durations via a spatially lagged dependent variable. It was further used to assess the effects of hurricane-related variables on incident duration. The results show that the incidents during and post the hurricane are expected to have 116.3% and 79.8% longer durations than those that occurred in the regular time. However, no significant increase in incident duration is observed in the evacuation period before Sandy's landfall. Results of temporal stability tests further confirm the existence of the significant changes in incident duration patterns during and post the hurricane. Those findings can provide insights to aid in the development of hurricane evacuation plans and emergency management strategies.

摘要

本研究的目标是

(1)开发一个能够考虑持续时间观测值空间依赖性的事件持续时间模型;(2)调查飓风对事件持续时间的影响。研究使用了桑迪飓风前后纽约市及其周边地区的公路事件数据。莫兰指数(Moran's I)统计证实相邻事件的持续时间存在空间相关性。此外,拉格朗日乘数检验表明,空间依赖性应在空间滞后设定中予以体现。研究开发了一个空间误差模型、一个空间滞后模型以及一个不考虑空间效应的标准模型。结果发现,空间滞后模型通过一个空间滞后因变量捕捉事件持续时间的空间依赖性,其表现优于其他模型。该模型还被进一步用于评估与飓风相关的变量对事件持续时间的影响。结果显示,预计飓风期间及过后的事件持续时间比正常时期发生的事件长116.3%和79.8%。然而,在桑迪登陆前的疏散期间,未观察到事件持续时间有显著增加。时间稳定性检验结果进一步证实了飓风期间及过后事件持续时间模式存在显著变化。这些发现可为制定飓风疏散计划和应急管理策略提供参考。

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