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Short-Term Traffic Flow Forecasting for Improved d Estimates of Freeway Incident Induced Delays

机译:高速公路交通诱发延误的改进d估计的短期交通流量预测

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Freeway traffic incidents not only threaten drivers’ safety but also cause severecongestion, especially in urban areas. Congestion induced by incidents results in extra travel timeand travel cost. Quantifying incident induced delay (IID) would help people better understandthe real cost of incidents, maximize the benefit-cost-ratio of investment on incident remedyactions, and develop active traffic management and integrated corridor management strategies.In this study, a new approach for IID quantification was developed. Combining a modifiedqueuing diagram and short-term traffic flow forecasting techniques, the new approach can beeasily applied to measurements from existing loop detectors and overcame the limitation broughtby the zero vehicle-length assumption in traditional deterministic queuing theory. Furthermore,this approach is easy to apply because it uses only the volume data from loop detectors tocompute IID. Verifications using the video-extracted ground truth IID data found that the IIDestimation errors by the new approach were within 6% for the two incident cases studied in thisresearch. This implies that the new approach is capable of producing fairly accurate freeway IIDestimates using volumes measured by existing traffic sensors. This approach has beenimplemented in a web-based system, which enables quick, convenient, and reliable freeway IIDestimation in the Puget Sound region.
机译:高速公路交通事故不仅威胁驾驶员的安全,而且还造成严重的人身伤害。 拥堵,尤其是在城市地区。事故引起的交通拥堵导致旅行时间增加 和旅行费用。量化事件引发的延迟(IID)将有助于人们更好地理解 事故的实际成本,将事故补救措施的投资收益成本比最大化 采取行动,并制定积极的交通管理和综合走廊管理策略。 在这项研究中,开发了一种新的IID量化方法。结合修改 排队图和短期交通流量预测技术,这种新方法可以 轻松应用于现有环路检测器的测量并克服了带来的限制 由传统确定性排队理论中的零车长假设得出。此外, 这种方法很容易应用,因为它只使用来自环路检测器的体积数据来 计算IID。使用视频提取的地面真实IID数据进行的验证发现,该IID 对于本研究中的两个事件,新方法的估计误差在6%以内 研究。这意味着新方法能够产生相当准确的高速公路IID 使用现有流量传感器测得的流量进行估算。这种方法已经 在基于Web的系统中实施,可实现快速,便捷和可靠的高速公路IID 普吉特海湾地区的估计。

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