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On the existence of network Macroscopic Safety Diagrams: Theory, simulation and empirical evidence

机译:关于网络宏观安全图的存在:理论,仿真和经验证据

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摘要

Recent studies have proposed using well-defined relationships between network productivity and accumulation—otherwise known as Network or Macroscopic Fundamental Diagrams (network MFDs)—to model the dynamics of large-scale urban traffic networks. Network MFDs have been used to develop a variety of network-wide traffic control policies to improve a network’s operational efficiency. However, the relationship between a network’s MFD and its safety performance has not been well explored. This study proposes the existence of a Macroscopic Safety Diagram (MSD) that relates safety performance (e.g., likelihood of a crash occurring or number of vehicle conflicts observed) with the current network state (i.e., average density) in an urban traffic network. We theoretically posit a relationship between a network’s MSD and its MFD based on the average maneuver envelop of vehicles traveling within the network. Based on this model, we show that the density associated with maximum crash propensity is always expected to be larger than the density associated with maximum network productivity. This finding suggests that congested states are not only inefficient, but they might also be associated with more crashes, which can be both more unsafe and lead to decreased network reliability. These theoretical results are validated using surrogate safety assessment metrics in microsimulation and limited field empirical data from a small arterial network in Riyadh, Kingdom of Saudi Arabia. The existence of such MSDs can be used to develop more comprehensive network-wide control policies that can ensure both safe, efficient and reliable network operations.
机译:最近的研究提出了使用网络生产力和累积之间明确定义的关系(也称为网络或宏观基本图(Network MFD))来对大型城市交通网络的动力学建模。网络MFD已用于开发各种网络范围的流量控制策略,以提高网络的运营效率。但是,尚未很好地研究网络的MFD与安全性能之间的关系。这项研究提出了宏观安全图(MSD)的存在,该图将安全性能(例如发生碰撞的可能性或观察到的车辆冲突次数)与城市交通网络中的当前网络状态(即平均密度)相关联。理论上,我们根据网络中行驶的车辆的平均机动包络度在网络的MSD及其MFD之间建立关系。基于此模型,我们显示出与最大崩溃倾向相关的密度总是期望大于与最大网络生产率相关的密度。这一发现表明,拥塞状态不仅效率低下,而且还可能与更多崩溃相关,这不仅更不安全,而且导致网络可靠性下降。这些理论结果通过微观模拟中的替代安全性评估指标和来自沙特阿拉伯王国利雅得的小型动脉网的有限现场经验数据得到了验证。此类MSD的存在可用于开发更全面的全网控制策略,从而确保安全,高效和可靠的网络运行。

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