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Modelling car-following behaviour of connected vehicles with a focus on driver compliance

机译:对联网车辆的跟车行为建模,重点关注驾驶员合规性

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This paper incorporates the driver compliance behaviour into a connected vehicle driving strategy (CVDS) that can be integrated with traditional car-following (CF) models to better describe the connected vehicle CF behaviour. Driver compliance, a key human factor for the success of connected vehicles technology, is modelled using a celebrated theory of decision making under risk - the Prospect theory (PT). The reformulated value and weighting functions of PT are consistent with the driver compliance behaviour and also preserve the integral elements of PT. Furthermore, the connected vehicle trajectory data collected from a carefully designed advanced driving simulator experiment are utilised to calibrate CVDS integrated with Intelligent Driver Model (IDM), i.e., CVDS-IDM. The calibration results reveal that drivers in the connected environment drive safely and efficiently. Moreover, the CVDS-IDM can successfully model and predict the CF dynamics of connected vehicles and is more behaviourally and numerically sound than a traditional CF model. (C) 2019 Elsevier Ltd. All rights reserved.
机译:本文将驾驶员的依从行为纳入了互联车辆驾驶策略(CVDS)中,该策略可以与传统的汽车跟随(CF)模型集成在一起,以更好地描述互联车辆CF的行为。驾驶员合规性是互联车辆技术成功的关键人为因素,它使用著名的风险决策理论-前景理论(PT)进行建模。 PT的重新制定的值和加权函数与驾驶员的依从行为一致,并且还保留了PT的组成部分。此外,从精心设计的高级驾驶模拟器实验中收集的连接的车辆轨迹数据被用于校准与智能驾驶员模型(IDM)集成的CVDS,即CVDS-IDM。校准结果表明,连接环境中的驱动程序可以安全有效地驱动。此外,CVDS-IDM可以成功地建模和预测所连接车辆的CF动态,并且在行为和数值上都比传统CF模型更为合理。 (C)2019 Elsevier Ltd.保留所有权利。

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