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Calibration of a microscopic traffic simulator

机译:微观交通模拟器的校准

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摘要

A systematic calibration study was performed on a microscopic traffic simulator- MITSIM. An optimization based framework was developed for calibration. Car- Following model parameters were identified for calibration and experimental design methodology was used to determine the set of sensitive parameters. Calibration was performed by minimizing the deviation between the simulated and observed values of speed. Two different objective function forms were formulated for quantifying the deviation between the simulated and observed values. The search space and the optimum parameter values for the two objective function forms were compared. The effect of stochasticity in calibrating the parameter values was also studied. Stochasticity was found to have a significant impact on the optimal parameter values. It was found that though calibration is an intricate process, the performance of the simulator can be substantially improved by an appropriate calibration study.
机译:在微观交通模拟器MITSIM上进行了系统的校准研究。开发了基于优化的框架进行校准。确定了汽车跟踪模型参数以进行校准,并使用实验设计方法确定了敏感参数集。通过最小化速度的模拟值与观测值之间的偏差来执行校准。制定了两种不同的目标函数形式来量化模拟值和观察值之间的偏差。比较了两种目标函数形式的搜索空间和最佳参数值。还研究了随机性对校准参数值的影响。发现随机性对最佳参数值有重大影响。已经发现,尽管校准是一个复杂的过程,但是通过适当的校准研究可以大大提高模拟器的性能。

著录项

  • 作者

    Kurian Mathew 1976-;

  • 作者单位
  • 年度 2000
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
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