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Analyzing the inconsistency in driving patterns between manual and autonomous modes under complex driving scenarios with a VR-enabled simulation platform 利用VR仿真平台分析复杂驾驶场景下手动和自动驾驶模式的不一致性
Pub Date : 2022-12-30 DOI: 10.1108/JICV-05-2022-0017
Zheng Xu;Yihai Fang;Nan Zheng;Hai L. Vu
Purpose - With the aid of naturalistic simulations, this paper aims to investigate human behavior during manual and autonomous driving modes in complex scenarios. Design/methodology/approach - The simulation environment is established by integrating virtual reality interface with a micro-simulation model. In the simulation, the vehicle autonomy is developed by a framework that integrates artificial neural networks and genetic algorithms. Human-subject experiments are carried, and participants are asked to virtually sit in the developed autonomous vehicle (AV) that allows for both human driving and autopilot functions within a mixed traffic environment. Findings - Not surprisingly, the inconsistency is identified between two driving modes, in which the AV's driving maneuver causes the cognitive bias and makes participants feel unsafe. Even though only a shallow portion of the cases that the AV ended up with an accident during the testing stage, participants still frequently intervened during the AV operation. On a similar note, even though the statistical results reflect that the AV drives under perceived high-risk conditions, rarely an actual crash can happen. This suggests that the classic safety surrogate measurement, e.g. time-to-collision, may require adjustment for the mixed traffic flow. Research limitations/implications - Understanding the behavior of AVs and the behavioral difference between AVs and human drivers are important, where the developed platform is only the first effort to identify the critical scenarios where the AVs might fail to react. Practical implications - This paper attempts to fill the existing research gap in preparing close-to-reality tools for AV experience and further understanding human behavior during high-level autonomous driving. Social implications - This work aims to systematically analyze the inconsistency in driving patterns between manual and autopilot modes in various driving scenarios (i.e. multiple scenes and various traffic conditions) to facilitate user acceptance of AV technology. Originality/value - A close-to-reality tool for AV experience and AV-related behavioral study. A systematic analysis in relation to the inconsistency in driving patterns between manual and autonomous driving. A foundation for identifying the critical scenarios where the AVs might fail to react.
目的-借助自然模拟,本文旨在研究复杂场景中手动和自动驾驶模式下的人类行为。设计/方法/方法-通过将虚拟现实界面与微观模拟模型相结合来建立模拟环境。在仿真中,车辆自主性是通过集成人工神经网络和遗传算法的框架来开发的。进行了人类受试者实验,参与者被要求虚拟地坐在开发的自动驾驶汽车(AV)中,该汽车在混合交通环境中既能实现人类驾驶功能,又能实现自动驾驶功能。研究结果——毫不奇怪,在两种驾驶模式之间发现了不一致,AV的驾驶策略会导致认知偏差,并使参与者感到不安全。尽管只有一小部分AV在测试阶段发生事故,但参与者仍然经常在AV操作期间进行干预。同样,尽管统计结果反映AV在感知到的高风险条件下行驶,但很少会发生实际的撞车事故。这表明,经典的安全替代测量,例如碰撞时间,可能需要对混合交通流进行调整。研究局限性/影响-了解AV的行为以及AV和人类驾驶员之间的行为差异很重要,因为开发的平台只是识别AV可能无法做出反应的关键场景的第一步。实际意义——本文试图填补现有的研究空白,为AV体验准备接近现实的工具,并进一步了解高级自动驾驶过程中的人类行为。社会影响——这项工作旨在系统分析各种驾驶场景(即多个场景和各种交通条件)下手动和自动驾驶模式之间的驾驶模式不一致,以便于用户接受AV技术。独创性/价值-一个接近现实的AV体验和AV相关行为研究工具。关于手动驾驶和自动驾驶之间驾驶模式不一致的系统分析。确定AV可能无法做出反应的关键场景的基础。
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引用次数: 10
Battery electric buses charging schedule optimization considering time-of-use electricity price 考虑使用时间电价的电池电动公交车充电时间表优化
Pub Date : 2022-12-30 DOI: 10.1108/JICV-03-2022-0006
Jia He;Na Yan;Jian Zhang;Yang Yu;Tao Wang
Purpose - This paper aims to optimize the charging schedule for battery electric buses (BEBs) to minimize the charging cost considering the time-of-use electricity price. Design/methodology/approach - The BEBs charging schedule optimization problem is formulated as a mixed-integer linear programming model. The objective is to minimize the total charging cost of the BEB fleet. The charge decision of each BEB at the end of each trip is to be determined. Two types of constraints are adopted to ensure that the charging schedule meets the operational requirements of the BEB fleet and that the number of charging piles can meet the demand of the charging schedule. Findings - This paper conducts numerical cases to validate the effect of the proposed model based on the actual timetable and charging data of a bus line. The results show that the total charge cost with the optimized charging schedule is 15.56% lower than the actual total charge cost under given conditions. The results also suggest that increasing the number of charging piles can reduce the charging cost to some extent, which can provide a reference for planning the number of charging piles. Originality/value - Considering time-of-use electricity price in the BEBs charging schedule will not only reduce the operation cost of electric transit but also make the best use of electricity resources.
目的-本文旨在优化电池电动公交车(BEB)的充电时间表,以在考虑使用时间电价的情况下最大限度地降低充电成本。设计/方法/方法-BEBs充电计划优化问题被公式化为混合整数线性规划模型。目标是将纯电动汽车车队的总充电成本降至最低。每个BEB在每次行程结束时的收费决定有待确定。采用了两种类型的约束,以确保充电时间表满足纯电动汽车车队的运营要求,并确保充电桩的数量能够满足充电时间表的要求。研究结果-本文基于公交线路的实际时刻表和收费数据,通过数值算例验证了所提出的模型的效果。结果表明,在给定条件下,优化充电方案的总充电成本比实际总充电成本低15.56%。研究结果还表明,增加充电桩数量可以在一定程度上降低充电成本,为规划充电桩数量提供参考。独创性/价值-在纯电动汽车充电计划中考虑使用时间电价,不仅可以降低电力运输的运营成本,还可以最大限度地利用电力资源。
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引用次数: 21
Time headway distribution analysis of naturalistic road users based on aerial datasets 基于航空数据集的自然道路使用者车头时距分布分析
Pub Date : 2022-12-30 DOI: 10.1108/JICV-01-2022-0004
Ruilin Yu;Yuxin Zhang;Luyao Wang;Xinyi Du
Purpose - Time headway (THW) is an essential parameter in traffic safety and is used as a typical control variable by many vehicle control algorithms, especially in safety-critical ADAS and automated driving systems. However, due to the randomness of human drivers, THW cannot be accurately represented, affecting scholars' more profound research. Design/methodology/approach - In this work, two data sets are used as the experimental data to calculate the goodness-of-fit of 18 commonly used distribution models of THW to select the best distribution model. Subsequently, the characteristic parameters of traffic flow are extracted from the data set, and three variables with higher importance are extracted using the random forest model. Combining the best distribution model parameters of the data set, this study obtained a distribution model with adaptive parameters, and its performance and applicability are verified. Findings - In this work, two data sets are used as the experimental data to calculate the goodness-of-fit of 18 commonly used distribution models of THW to select the best distribution model. Subsequently, the characteristic parameters of traffic flow are extracted from the data set, and three variables with higher importance are extracted using the random forest model. Combining the best distribution model parameters of the data set, this study obtained a distribution model with adaptive parameters, and its performance and applicability are verified. Originality/value - The results show that the proposed model has a 62.7% performance improvement over the distribution model with fixed parameters. Moreover, the parameter function of the distribution model can be regarded as a quantitative analysis of the degree of influence of the traffic flow state on THW.
目的-车头时距(THW)是交通安全中的一个重要参数,被许多车辆控制算法用作典型的控制变量,尤其是在安全关键型ADAS和自动驾驶系统中。然而,由于人类驱动因素的随机性,THW无法准确地表示,影响了学者们更深入的研究。设计/方法/方法——在这项工作中,使用两个数据集作为实验数据,计算THW 18个常用分布模型的拟合优度,以选择最佳分布模型。随后,从数据集中提取交通流的特征参数,并使用随机森林模型提取三个重要度较高的变量。本研究结合数据集的最佳分布模型参数,获得了一个具有自适应参数的分布模型,并验证了其性能和适用性。研究结果——在这项工作中,使用两个数据集作为实验数据,计算THW 18个常用分布模型的拟合优度,以选择最佳分布模型。随后,从数据集中提取交通流的特征参数,并使用随机森林模型提取三个重要度较高的变量。本研究结合数据集的最佳分布模型参数,获得了一个具有自适应参数的分布模型,并验证了其性能和适用性。原创性/价值-结果表明,与固定参数的分布模型相比,所提出的模型的性能提高了62.7%。此外,分布模型的参数函数可以看作是交通流状态对THW影响程度的定量分析。
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引用次数: 0
Front and back cover 封面和封底
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引用次数: 0
Front and back cover 封面和封底
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引用次数: 0
Lateral stability regulation of intelligent electric vehicle based on model predictive control 基于模型预测控制的智能电动汽车横向稳定性调节
Pub Date : 2021-01-01 DOI: 10.1108/JICV-03-2021-0005
Cong Li;Yun Feng Xie;Gang Wang;Xian Feng Zeng;Hui Jing
Purpose - This paper studies the lateral stability regulation of intelligent electric vehicle (EV) based on model predictive control (MPC) algorithm. Design/methodology/approach - Firstly, the bicycle model is adopted in the system modelling process. To improve the accuracy, the lateral stiffness of front and rear tire is estimated using the real-time yaw rate acceleration and lateral acceleration of the vehicle based on the vehicle dynamics. Then the constraint of input and output in the model predictive controller is designed. Soft constraints on the lateral speed of the vehicle are designed to guarantee the solved persistent feasibility and enforce the vehicle's sideslip angle within a safety range. Findings - The simulation results show that the proposed lateral stability controller based on the MPC algorithm can improve the handling and stability performance of the vehicle under complex working conditions. Originality/value - The MPC schema and the objective function are established. The integrated active front steering/direct yaw moments control strategy is simultaneously adopted in the model. The vehicle's sideslip angle is chosen as the constraint and is controlled in stable range. The online estimation of tire stiffness is performed. The vehicle's lateral acceleration and the yaw rate acceleration are modelled into the two-degree-of-freedom equation to solve the tire cornering stiffness in real time. This can ensure the accuracy of model.
目的——本文研究了基于模型预测控制(MPC)算法的智能电动汽车(EV)的横向稳定性调节。设计/方法/方法-首先,在系统建模过程中采用自行车模型。为了提高精度,基于车辆动力学,使用车辆的实时横摆角速度加速度和横向加速度来估计前后轮胎的横向刚度。然后设计了模型预测控制器的输入和输出约束。设计了对车辆横向速度的软约束,以确保解决的持久可行性,并使车辆的侧滑角在安全范围内。研究结果-仿真结果表明,所提出的基于MPC算法的横向稳定性控制器可以提高车辆在复杂工况下的操纵性和稳定性。独创性/价值-建立了MPC模式和目标函数。该模型同时采用了集成的主动前转向/直接横摆力矩控制策略。选择车辆的侧滑角作为约束,并将其控制在稳定范围内。进行轮胎刚度的在线估计。将车辆的横向加速度和横摆角速度加速度建模为两自由度方程,实时求解轮胎转弯刚度。这样可以保证模型的准确性。
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引用次数: 7
Copyright page 版权页
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引用次数: 0
Active lane management for intelligent connected vehicles in weaving areas of urban expressway 城市快速路交织区智能网联车辆的主动车道管理
Pub Date : 2021-01-01 DOI: 10.1108/JICV-08-2020-0009
Haijian Li;Junjie Zhang;Zihan Zhang;Zhufei Huang
Purpose - This paper aims to use active fine lane management methods to solve the problem of congestion in a weaving area and provide theoretical and technical support for traffic control under the environment of intelligent connected vehicles (ICVs) in the future. Design/methodology/approach - By analyzing the traffic capacities and traffic behaviors of domestic and foreign weaving areas and combining them with field investigation, the paper proposes the active and fine lane management methods for ICVs to optimal driving behavior in a weaving area. The VISSIM simulation of traffic flow vehicle driving behavior in weaving areas of urban expressways was performed using research data. The influence of lane-changing in advance on the weaving area was evaluated and a conflict avoidance area was established in the weaving area. The active fine lane management methods applied to a weaving area were verified for different scenarios. Findings - The results of the study indicate that ICVs complete their lane changes before they reach a weaving area, their time in the weaving area does not exceed the specified time and the delay of vehicles that pass through the weaving area decreases. Originality/value - Based on the vehicle group behavior, this paper conducts a simulation study on the active traffic management control-oriented to ICVs. The research results can optimize the management of lanes, improve the traffic capacity of a weaving area and mitigate traffic congestion on expressways.
目的——本文旨在利用主动精细车道管理方法解决交织区的拥堵问题,为未来智能网联汽车环境下的交通控制提供理论和技术支持。设计/方法/方法-通过分析国内外交织区的交通能力和交通行为,并将其与现场调查相结合,提出了智能网联汽车的主动精细车道管理方法,以优化交织区的驾驶行为。利用研究数据对城市快速路交织区交通流车辆行驶行为进行了VISSIM仿真。评估了提前变道对交织区的影响,并在交织区建立了冲突避免区。针对不同的场景验证了应用于交织区的主动精细车道管理方法。研究结果-研究结果表明,智能网联汽车在到达交织区之前完成了变道,在交织区的时间不超过规定时间,通过交织区的车辆延误减少。独创性/价值-基于车辆群体行为,本文对面向智能网联汽车的主动交通管理控制进行了仿真研究。研究结果可以优化车道管理,提高交织区的通行能力,缓解高速公路的交通拥堵。
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引用次数: 11
Ecological control strategy for cooperative autonomous vehicle in mixed traffic considering linear stability 考虑线性稳定性的混合交通中协作式自动驾驶汽车的生态控制策略
Pub Date : 2021-01-01 DOI: 10.1108/JICV-08-2021-0012
Chaoru Lu;Chenhui Liu
Purpose - This paper aims to present a cooperative adaptive cruise control, called stable smart driving model (SSDM), for connected and autonomous vehicles (CAVs) in mixed traffic streams with human-driven vehicles. Design/methodology/approach - Considering the linear stability, SSDM is able to provide smooth deceleration and acceleration in the vehicle platoons with or without cut-in. Besides, the calibrated Virginia tech microscopic energy and emission model is applied in this study to investigate the impact of CAVs on the fuel consumption of the vehicle platoon and traffic flows. Under the cut-in condition, the SSDM outperforms ecological SDM and SDM in terms of stability considering different desired time headways. Moreover, single-lane vehicle dynamics are simulated for humandriven vehicles and CAVs. Findings - The result shows that CAVs can reduce platoon-level fuel consumption. SSDM can save the platoon-level fuel consumption up to 15%, outperforming other existing control strategies. Considering the single-lane highway with merging, the higher market penetration of SSDM- equipped CAVs leads to less fuel consumption. Originality/value - The proposed rule-based control method considered linear stability to generate smoother deceleration and acceleration curves. The research results can help to develop environmental-friendly control strategies and lay the foundation for the new methods.
目的-本文旨在提出一种协作自适应巡航控制,称为稳定智能驾驶模型(SSDM),用于混合交通流中的互联和自动驾驶车辆(CAV)。设计/方法/方法-考虑到线性稳定性,SSDM能够在有或没有切入的情况下为车队提供平稳的减速和加速。此外,本研究还应用校准后的弗吉尼亚理工大学微观能量和排放模型,研究了CAV对车队油耗和交通流量的影响。在切入条件下,考虑到不同的期望时间间隔,SSDM在稳定性方面优于生态SDM和SDM。此外,还模拟了人驾驶车辆和CAV的单车道车辆动力学。研究结果表明,CAV可以降低排级燃料消耗。SSDM可以节省高达15%的排级燃油消耗,优于其他现有的控制策略。考虑到有合流的单车道公路,配备SSDM的CAV的市场渗透率越高,油耗就越低。独创性/价值-所提出的基于规则的控制方法考虑了线性稳定性,以生成更平滑的减速和加速曲线。研究结果有助于制定环境友好型控制策略,为新方法奠定基础。
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引用次数: 12
Effect of gender and personality characteristics on the speed tendency based on advanced driving assistance system (ADAS) evaluation 基于高级驾驶辅助系统(ADAS)评估的性别和个性特征对速度倾向的影响
Pub Date : 2021-01-01 DOI: 10.1108/JICV-04-2020-0003
Cunshu Pan;Jin Xu;Jinghou Fu
Purpose - This study aims to explore the relationship between speed behavior of participants and driving styles on interchange ramps. A spiral interchange in Chongqing was selected as an experimental road to carry out field driving experiment. Design/methodology/approach - The continuous operating speed during experiment was selected by Mobile Eye, and the driving style was selected via two inventories. Findings - Different driving behaviors showed great differences in age, driving mileage and driving experience. During driving process, male pursued driving stimulation more, whereas female pursued driving steadiness more. Therefore, driving characteristics of male were more disadvantageous to driving safety than that of female. Except for the large speed difference at the entrance and exit of the ramps, the differences at other positions were small. And the operating speed of male was slightly higher than that of female. The difference between different genders at the ascending end position achieved 4–5 kph, and the difference at other feature points were mostly 1–2 kph. During driving process, risky participants were more likely to pursue driving stimulation, and the poor speed control behavior was reflected in wide range of desired operating speed. Based on the results of analyzing at feature points, melancholy and sanguine participants more tended to take a high operating speed, and the poor speed control behavior was reflected in the most widely desired speed range. The speed control behavior of mixed participants was more cautious. Originality/value - Advanced driving assistance system combined with two inventories was used to explore difference of speed behavior.
目的——本研究旨在探讨参与者在立交匝道上的速度行为与驾驶风格之间的关系。选择重庆某螺旋立交作为试验道路,进行了田间行车试验。设计/方法/方法-实验期间的持续运行速度由Mobile Eye选择,驾驶风格通过两个清单选择。调查结果-不同的驾驶行为在年龄、驾驶里程和驾驶体验方面存在很大差异。在驾驶过程中,男性更追求驾驶刺激,而女性更追求驾驶平稳。因此,男性的驾驶特征比女性更不利于驾驶安全。除了匝道出入口的速度差较大外,其他位置的速度差较小。男性的手术速度略高于女性。不同性别之间在上升终点位置的差异达到了4-5公里/小时,而在其他特征点的差异大多为1-2公里/小时。在驾驶过程中,风险参与者更倾向于追求驾驶刺激,较差的速度控制行为反映在期望的操作速度范围内。根据特征点的分析结果,忧郁和乐观的参与者更倾向于采取高的操作速度,而较差的速度控制行为反映在最广泛期望的速度范围内。混合参与者的速度控制行为更加谨慎。独创性/价值-先进的驾驶辅助系统结合两种库存来探索速度行为的差异。
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引用次数: 5
期刊
Journal of Intelligent and Connected Vehicles
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