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A Note on Speed Modeling and Travel Time Estimation based ed on Truncated Normal and Log-normal Distributions

机译:基于截断正态分布和对数正态分布的速度建模和行驶时间估计的注记

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Travel time is a vital performance index in assessing transportation network performance.Vehicle speeds along any network route fluctuate and route travel times are essentiallyrandom. This technical note first examines travel time modelling and estimation via therandom modelling of speeds, and a general approach is presented for travel time estimationbased on speed distributions. Since normal and log-normal distributions are commonlyemployed for speed modelling in traffic engineering, travel time estimation is furtherdiscussed in the paper with regard to both distributions. Most probability distributions(including normal and log-normal) assume that a modelled random variable spreads over thewhole or half range of the real number axis, but, in practice, any traffic quantity of interestmakes sense only within a limited value range. In view of this, the concept of truncateddistributions is introduced, and, specifically, the probability features of truncated normal andlog-normal distributions are explored in the paper with regard to the discussed travel timeestimation issue.
机译:行程时间是评估交通网络绩效的重要绩效指标。 沿任何网络路线的车速都会波动,并且路线行驶时间基本上是 随机的。本技术说明首先通过 速度的随机建模,并提出了一种行进时间估计的通用方法 根据速度分布。由于正态分布和对数正态分布很常见 在交通工程中用于速度建模时,行程时间估计是进一步的 本文针对这两种分布进行了讨论。大多数概率分布 (包括正态和对数正态)假设建模的随机变量分布在 实数轴的整个或一半范围,但实际上是任何感兴趣的流量 仅在有限的值范围内才有意义。鉴于此,截断的概念 引入了分布,特别是截断了正态分布和正态分布的概率特征 关于所讨论的旅行时间,本文探讨了对数正态分布 估计问题。

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