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Probabilistic Fuzzy Logic Signal and Ramp Metering at a Diamond Interchange

机译:钻石互换处的概率模糊逻辑信号和斜坡计量

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摘要

In this paper, a probabilistic fuzzy logic control is developed for the signalized control of a diamond interchange to improve the traffic flow on the surface streets and highways. The signal phasing, green-time extension, and ramp metering are decided in response to real-time traffic conditions. The probabilistic fuzzy logic for diamond interchange (PFLDI) includes the following three modules: probabilistic fuzzy phase timing that controls the green-time extension process of the current running phase, phase-selection logic that decides the next phase based on the presetup phase logic by the local transport authority, and probabilistic fuzzy ramp metering that determines the on-ramp-metering rate based on the traffic conditions of the arterial streets and highways. The advanced interactive microscopic simulator for urban and nonurban network software was used to model the diamond interchange and measure the effectiveness of the proposed PFLDI algorithm. The performance of the PFLDI was compared with that of an actuated diamond interchange (ADI) control based on the asservissement lineaire d'entre autoroutiere (ALINEA) algorithm and a conventional fuzzy logic control for a diamond interchange (FLDI) algorithm. Simulation results show that the PFLDI lowers system total travel time and average delay, improves the downstream average speed, and lowers the downstream average delay compared with ADI and FLDI.
机译:在本文中,开发了一种概率模糊逻辑控制,用于钻石交换的信号控制,以改善地面街道和高速公路上的交通流量。响应实时交通状况,确定信号定相,绿色扩展时间和斜坡计数。钻石交换的概率模糊逻辑(PFLDI)包括以下三个模块:概率模糊相位计时,控制当前运行阶段的绿色时间扩展过程;相选择逻辑,根据预先设置的相位逻辑确定下一个相位本地运输当局,以及根据主动脉街道和高速公路的交通状况确定匝道上的计费率的概率模糊坡道计费。使用用于城市和非城市网络软件的高级交互式微观模拟器对钻石交换进行建模,并测量所提出的PFLDI算法的有效性。将PFLDI的性能与基于自动选通线(ALINEA)算法和用于钻石互换(FLDI)算法的常规模糊逻辑控制的主动钻石互换(ADI)控制的性能进行了比较。仿真结果表明,与ADI和FLDI相比,PFLDI减少了系统的总行程时间和平均延迟,提高了下游平均速度,并降低了下游平均延迟。

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  • 来源
    《Journal of Transportation Engineering》 |2015年第3期|04014083.1-04014083.12|共12页
  • 作者单位

    Massey Univ, Sch Engn & Adv Technol, Auckland 0632, New Zealand;

    Univ Auckland, Dept Mech Engn, Auckland 1142, New Zealand;

    Massey Univ, Sch Engn & Adv Technol, Auckland 0632, New Zealand;

    Univ Hartford, Dept Civil Environm & Biomed Engn, Hartford, CT 06117 USA;

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