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首页> 外文期刊>International Journal of Intelligent Systems Technologies and Applications >A simplified Empirical Bayesian method to safety evaluation of traffic calming treatment for urban road systems
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A simplified Empirical Bayesian method to safety evaluation of traffic calming treatment for urban road systems

机译:一种简化的经验贝叶斯方法对城市道路系统交通平静处理安全性的评估

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摘要

The City of Hartford in Connecticut developed and implemented a comprehensive citywide traffic calming master plan in 2005-2006; the first of its kind in the USA. 'Before' and 'after' crash data for many of the traffic calming devices were measured to study their impact on vehicular safety and so that the future deployments may be validated. This article presents the main findings in the estimation of safety effectiveness of deploying road diets, one of the treatments identified in the plan. Five of Hartford's arterial roadways that were placed on road diets were compared to similar comparison roads that had not received any treatments. A simplified Empirical Bayesian (EB) method was developed to predict the 'expected' crash rate of study sites during the 'after' period without implementation. The method combined the mean and variance of the crash counts at comparison sites. The observed 'before' crash rates, the crash rate expected without improvement, and the observed 'after' crash rate were compared and discussed. Both the simple before-and-after analysis and the EB method study exhibited consistent results. All implemented streets revealed some safety benefits of crash reduction; the higher the crash rate and traffic demand were, the larger reduction resulted. The EB method results had also shown that there was no bias associated with regression-to-mean.
机译:康涅狄格州的哈特福德市在2005-2006年制定并实施了一项全面的城市交通缓和总体规划;美国首创。测量了许多交通平静设备的“之前”和“之后”碰撞数据,以研究其对车辆安全的影响,从而可以验证未来的部署。本文介绍了在评估道路饮食安全有效性方面的主要发现,道路饮食是该计划中确定的一种治疗方法。将哈特福德的5条以道路饮食为基础的动脉道路与未经任何处理的类似比较道路进行了比较。开发了一种简化的经验贝叶斯(EB)方法来预测研究阶段“未实施”期间研究站点的“预期”崩溃率,而无需实施。该方法结合了比较点的崩溃计数的平均值和方差。比较并讨论了观察到的“前”碰撞率,预期的未改进碰撞率和观察到的“后”碰撞率。简单的前后分析和EB方法研究均显示出一致的结果。所有已实施的街道都显示出减少碰撞的一些安全益处;崩溃率和交通需求越高,减少的幅度就越大。 EB方法的结果还表明,与均值回归无关。

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