无车道混合交通环境下高阶连续体模型的标定与评价

IF 3.3 3区 工程技术 Q2 TRANSPORTATION
Hari Krishna Gaddam , K. Ramachandra Rao
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引用次数: 0

摘要

.本研究旨在通过应用先进的全局搜索优化算法,如混合搜索(遗传算法与 Nelder Mead 的结合)和广义模式搜索,校准一种新型的多类非车道连续交通流模型。为了表示非车道混合交通环境中的车辆行为,新的连续模型是根据两侧横向间隙汽车理论和一些经验观察推导出来的。所选模型的新颖之处在于它模拟了复杂的车辆超车行为、慢行车辆对交通流的影响以及驾驶员的预期行为。本研究中考虑的搜索算法已通过实际数据进行了测试和比较。分析结果表明,所提出的算法在最小化成本函数方面更为精确,同时收敛速度也更快。利用车辆的排布分散特性和替代运输政策措施对校准参数进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Calibration and evaluation of higher order continuum model for non- lane based mixed traffic environment

.The present study aims to calibrate a novel multi-class non-lane-based continuum traffic flow model by applying advanced global search optimization algorithms such as Hybrid Search (Combination of genetic algorithm and Nelder Mead) and Generalized Pattern Search. To represent vehicular behavior in non-lane-based mixed traffic environment, the new continuum model is deduced from two-sided lateral gap car following theory along with few empirical observations. The newness of the selected model is that it mimics complex overtaking behavior of vehicles, effect of slow-moving vehicles on traffic stream and driver’s anticipation behavior. The search algorithms considered in this study have been tested and compared using the real-world data. From the analysis, it is observed that the proposed algorithms are more accurate in minimizing the cost function whereas convergence speed is also found to be better. The calibrated parameters are validated using platoon dispersion characteristics of vehicles and alternative transport policy measures.

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来源期刊
CiteScore
6.40
自引率
14.30%
发文量
79
审稿时长
>12 weeks
期刊介绍: Transportation Letters: The International Journal of Transportation Research is a quarterly journal that publishes high-quality peer-reviewed and mini-review papers as well as technical notes and book reviews on the state-of-the-art in transportation research. The focus of Transportation Letters is on analytical and empirical findings, methodological papers, and theoretical and conceptual insights across all areas of research. Review resource papers that merge descriptions of the state-of-the-art with innovative and new methodological, theoretical, and conceptual insights spanning all areas of transportation research are invited and of particular interest.
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