Rational truck driving and its correlated driving features in extra-urban areas

C. D'Agostino, A. Saidi, Gilles Scouarnec, Liming Chen
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引用次数: 3

Abstract

Truck drivers typically display different behaviors when facing various driving events, e.g., approaching a roundabout, and thereby have a major impact both on the fuel consumption and the vehicle speed. Within the context where fuel is increasingly a major cost center for merchandise transport companies, it is important to recognize different driver behaviors in order to be able to simulate them as closely to the real data as possible during the truck development process. In this paper, we introduce, instead of economic driving, the notion of rational driving which seeks to decrease the average fuel consumption while respecting the transport companies' constraint, i.e., the delivery delay. Moreover, we also propose an indicator, namely rational driving index (RDI), which enables to quantify how good a driver behavior is with respect to the rational driving. We then investigate various driving features contributing to characterize a rational driver behavior, using real driving data collected from 34 different truck drivers on an extra-urban road section particularly representative of travel paths of trucks ensuring regional merchandise distribution. Given the fact that real driving data collected on an open road can differ in terms of environment, e.g., weather, traffic, we further study, through simulations on a digital representation of a roundabout, the impact of two major driving features, i.e., the use of coasting and crossing speed at roundabouts, with respect to rational driving. The experimental results from both real driving data and simulations show high correlations of these two driving features with respect to RDI and demonstrate that a good rational driver tends to decelerate slowly during braking periods (use of coasting) and have high crossing speed in roundabouts.
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城郊地区货车理性驾驶及其相关驾驶特征
卡车司机在面对不同的驾驶事件时,通常会表现出不同的行为,例如接近环形交叉路口,从而对油耗和车速产生重大影响。在燃料日益成为商品运输公司主要成本中心的背景下,识别驾驶员的不同行为非常重要,以便能够在卡车开发过程中尽可能接近真实数据进行模拟。在本文中,我们引入了理性驾驶的概念,而不是经济驾驶,它寻求降低平均燃料消耗,同时尊重运输公司的约束,即交货延迟。此外,我们还提出了一个指标,即理性驾驶指数(RDI),它可以量化驾驶员行为相对于理性驾驶的良好程度。然后,我们研究了有助于表征理性驾驶员行为的各种驾驶特征,使用从34名不同卡车司机收集的真实驾驶数据,这些数据来自于城市外路段,特别是确保区域商品配送的卡车行驶路径的代表性路段。考虑到在开放道路上收集的真实驾驶数据可能会因环境(例如天气、交通)而有所不同,我们通过模拟环形交叉路口的数字表示,进一步研究了两种主要驾驶特征(即环形交叉路口的滑行和过马路速度的使用)对理性驾驶的影响。来自真实驾驶数据和模拟的实验结果表明,这两种驾驶特征在RDI方面具有很高的相关性,并且表明良好的理性驾驶员在制动期间(使用滑行)倾向于缓慢减速,并且在环形交叉路口具有较高的过马路速度。
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