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A Review of Dynamic State Estimation for the Neighborhood System of Connected Vehicles 车联网邻域系统动态状态估计研究进展
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-07-28 DOI: 10.4271/10-07-03-0023
Yan Wang, Henglai Wei, Lie Yang, Bin-Bin Hu, Binbin Hu, Chen Lv
Precise vehicle state and the surrounding traffic information are essential for decision-making and dynamic control of intelligent connected vehicles. Tremendous research efforts have been devoted to developing state estimation techniques. This work investigates the research progress in this field over recent years. To be able to describe the state of multiple traffic elements uniformly, the concept of a vehicle neighborhood system is proposed to describe the system composed of vehicles and their surrounding traffic elements and to distinguish it from the traditional macroscopic traffic research field. In this work, the vehicle neighborhood system consists of three main traffic elements: the host vehicle, the preceding vehicle, and the road. Therefore, a review of state estimation methods for the vehicle neighborhood system is presented around the three traffic objects mentioned earlier. This article performs a comprehensive analysis of these approaches and depicts their strengths and drawbacks. In addition, future research directions on the state estimation of the vehicle neighborhood system are further discussed.
准确的车辆状态和周围交通信息是智能网联车辆决策和动态控制的基础。在发展状态估计技术方面已经投入了大量的研究工作。本文综述了近年来该领域的研究进展。为了能够统一描述多个交通要素的状态,提出了车辆邻域系统的概念来描述由车辆及其周围交通要素组成的系统,并将其与传统的宏观交通研究领域区分开来。在这项工作中,车辆邻里系统由三个主要交通要素组成:主车辆、前车和道路。因此,围绕上述三个交通目标,对车辆邻域系统的状态估计方法进行了综述。本文对这些方法进行了全面的分析,并描述了它们的优缺点。此外,对车辆邻域系统状态估计的未来研究方向进行了进一步探讨。
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引用次数: 2
When and How to Apply Automatic Emergency Brakes Based on Risk Perception and Professional Driver Emergency Braking Behavior 基于风险认知和职业驾驶员紧急制动行为的自动紧急制动何时及如何应用
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-07-26 DOI: 10.4271/10-07-04-0028
Fei Lai, C. Huang, Chengyue Jiang
The key issues of automatic emergency braking (AEB) control algorithm are when and how to brake. This article proposes an AEB control algorithm that integrates risk perception (RP) and emergency braking characteristics of professional drivers for rear-end collision avoidance. Using the formulated RP by time to collision (TTC) and time headway (THW), the brake trigger time can be determined. Based on the professional driver fitting (PDF) characteristic, the brake pattern can be developed. Through MATLAB/Simulink simulation platform, the European New Car Assessment Programme (Euro-NCAP) test scenarios are used to verify the proposed control algorithm. The simulation results show that compared with the TTC control algorithm, PDF control algorithm, and the integrated PDF and TTC control algorithm, the proposed integrated PDF and RP control algorithm has the best performance, which can not only ensure safety and brake comfort, but also improve the road resource utilization rate.
自动紧急制动(AEB)控制算法的关键问题是何时制动以及如何制动。提出了一种综合职业驾驶员风险感知和紧急制动特性的AEB控制算法。利用制定的按碰撞时间(TTC)和车头时距(THW)的RP,可以确定制动触发时间。基于专业驾驶员装配(PDF)的特点,可以开发制动模式。通过MATLAB/Simulink仿真平台,采用欧洲新车评估计划(Euro-NCAP)测试场景验证了所提出的控制算法。仿真结果表明,与TTC控制算法、PDF控制算法以及PDF与TTC集成控制算法相比,所提出的PDF与RP集成控制算法具有最佳性能,既能保证安全性和制动舒适性,又能提高道路资源利用率。
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引用次数: 1
Evaluating the Isolation Performance of Three Seat Suspension Models of Off-Road Vehicles 越野车三种座式悬架隔震性能评价
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-07-26 DOI: 10.4271/10-07-04-0029
Tianfeng Ye, Hongwei Li, Wei Lu, V. Nguyen, Yundong Mei
Three suspension structures including the parallel vertical suspension (PVS), the horizontal parallel suspension (HPS), and the negative stiffness element added into suspension (NSES) of the driver’s seat are proposed to improve the driver’s ride comfort of off-road vehicles. Based on the dynamic models of the PVS, HPS, and NSES established and simulated under the same random excitations of the cab floor, the effect of the design parameters of the proposed models is analyzed, and the design parameters are then optimized to evaluate their isolation performance. The indexes of the root-mean-square (r.m.s) accelerations of the vertical seat direction, pitching seat angle, and rolling seat angle are used as the objective functions. The study results indicate that the dynamic parameters of the PVS, HPS, and NSES greatly affect the driver’s ride comfort while their geometrical dimensions insignificantly affect the driver’s ride comfort. With the dynamic parameters of the PVS, HPS, and NSES optimized, the r.m.s seat acceleration in the vertical direction with the NSES is strongly reduced by 74.0% in comparison with the HPS; while the r.m.s accelerations of the pitching seat angle and rolling seat angle with the PVS are greatly decreased by 99.1% and 99.8% compared to the NSES. Therefore, the ride comfort of the driver’s seat is remarkably improved by using the NSES while the driver’s seat shaking is obviously ameliorated by using the PVS. To enhance the ride comfort and reduce the shaking of the driver’s seat, a combination of the PVS and NSES should be applied to the seat suspension of off-road vehicles.
为了提高越野车驾驶人的乘坐舒适性,提出了平行垂直悬架(PVS)、水平平行悬架(HPS)和驾驶座负刚度附加悬架(NSES)三种悬架结构。在建立并仿真了驾驶室底板相同随机激励下PVS、HPS和NSES的动力学模型的基础上,分析了模型设计参数的影响,并对设计参数进行了优化,以评价其隔振性能。以垂直座向、俯仰座角和滚动座角的均方根加速度指标作为目标函数。研究结果表明,PVS、HPS和NSES的动力学参数对驾驶员的乘坐舒适性影响较大,而其几何尺寸对驾驶员的乘坐舒适性影响不显著。通过优化PVS、HPS和NSES的动态参数,与HPS相比,NSES在垂直方向上的加速度显著降低了74.0%;俯仰座角和横摇座角的转速比NSES分别降低了99.1%和99.8%。因此,使用NSES可以显著改善驾驶员座椅的乘坐舒适性,而使用PVS可以明显改善驾驶员座椅的抖动。为了提高乘坐舒适性,减少驾驶员座椅抖动,越野车的座椅悬架应采用PVS和NSES相结合的方法。
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引用次数: 0
Frequency-Domain Analysis and Joint Torque Vibration Suppression Control on Two-Input-Two-Output Torque Difference Amplification Motor Drive System of Electrified Vehicles 电动汽车双输入双输出转矩差放大电机驱动系统频域分析及联合转矩减振控制
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-06-28 DOI: 10.4271/10-07-03-0020
H. Fuse, G. Yu, H. Fujimoto, K. Sawase, N. Takahashi, Ryota Takahashi, Y. Okamura, Ryosuke Koga
To improve the cornering performance, a torque vectoring differential (TVD) that generates a torque difference between the left and right wheels has been developed. Particularly, the use of multiple electric traction motors can easily achieve this. A TVD with a two-motor-torque difference amplification mechanism (TDA-TVD), which employs a unique alignment of planetary gears, has been studied and it can generate a larger torque difference compared to an individual-wheel-drive (IWD) system in the case of using the equal torque output from the traction motors. However, due to the mechanically complicated driving force transmission system including driveshafts and planetary gears, TDA-TVD is prone to cause torsional vibrations of the driveshaft, and the yaw rate of the vehicle body while differential torque is generated. A previous study derived a dynamic model TDA-TVD and designed a vibration suppression feedforward controller. While the study demonstrated a certain vibration suppression performance, it did not strictly consider the load side characteristics during the yaw motion. In addition, there was no frequency-domain analysis either. On the other hand, this study will analyze TDA-TVD in the frequency domain and propose a novel modeling method to construct vibration suppression controllers that deal with both longitudinal motion and yaw motion simultaneously. First, this article shows a theoretical frequency-domain analysis using matrices and obtains resonance frequencies of TDA-TVD. Second, TDA-TVD is modeled based on a summation-differential mode transformation (SDMT). Third, simulations and experimental evaluations of vibration suppression controls using a real vehicle equipped with the TDA-TVD are demonstrated.
为了提高车辆的转弯性能,研制了一种产生左右车轮转矩差的转矩矢量差速器(TVD)。特别是,使用多个电动牵引电机可以很容易地实现这一点。研究了一种采用独特行星齿轮对中方式的双电机转矩差放大机构(TDA-TVD),在使用牵引电机输出相同转矩的情况下,与单轮驱动(IWD)系统相比,TDA-TVD产生的转矩差更大。然而,由于包括传动轴和行星齿轮在内的机械复杂的驱动力传递系统,TDA-TVD在产生差动扭矩时容易引起传动轴的扭转振动和车身的偏航率。前人建立了TDA-TVD动力学模型,并设计了振动抑制前馈控制器。虽然该研究显示了一定的减振性能,但没有严格考虑偏航运动时的载荷侧特性。此外,也没有进行频域分析。另一方面,本研究将在频域分析TDA-TVD,并提出一种新的建模方法来构建同时处理纵向运动和偏航运动的减振控制器。本文首先用矩阵法进行了理论频域分析,得到了TDA-TVD的共振频率。其次,基于和微分模态变换(SDMT)对TDA-TVD进行建模。第三,对安装TDA-TVD的实车进行了振动抑制控制仿真和实验评估。
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引用次数: 1
Brake-by-Wire System Redundancy Concept for the Double Point of Failure Scenario 双故障点情况下的线控制动系统冗余概念
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-06-22 DOI: 10.4271/10-07-03-0021
Hauke Christian Schlimme, R. Henze
Brake-by-wire (BbW) systems are one key technology in modern vehicles. Due to their great potential in the areas of energy efficiency and automated driving, they receive more and more attention nowadays. However, increased complexity and reliance on electric and electrical components in BbW systems bring about new challenges. This applies in particular to the fault tolerance of the brake system. Since drivers cannot form a fallback layer of braking functions due to the mechanical decoupling of the brake pedal, known BbW concepts provide a redundant system layer. However, driving is significantly limited in the event of a failure in the BbW system and is only possible under certain restrictions. The reason for that is a further possible failure (double point of failure scenario), which can result in a significant loss of braking performance. To improve the availability level of the braking functions, a principally new redundancy concept for the double point of failure scenario is presented. This allows for a less restricted driving operation when the BbW system is subject to failures. For this purpose, a central electric motor (CEM) and modified electronic parking brake (EPB) actuators are used on the front axle of a vehicle to form a separate redundancy layer. Strategies for deceleration and wheel slip control are developed for the individual actuators as well as for their simultaneous operation. The performance of the different brake modes is evaluated in road tests. The analysis shows that especially the combined operating mode of the CEM and EPB leads to high deceleration levels and robust operation in low road friction conditions.
线控制动系统是现代汽车的一项关键技术。由于它们在能源效率和自动驾驶领域的巨大潜力,它们越来越受到人们的关注。然而,BbW系统中日益增加的复杂性和对电气和电气元件的依赖带来了新的挑战。这尤其适用于制动系统的容错性。由于制动踏板的机械解耦,驾驶员无法形成制动功能的后撤层,因此已知的BbW概念提供了冗余的系统层。然而,在BbW系统发生故障的情况下,驾驶受到很大限制,并且只有在某些限制下才有可能。其原因是进一步可能出现故障(双点故障情况),这可能导致制动性能的重大损失。为了提高制动功能的可用性,提出了一种全新的双点故障冗余概念。当BbW系统发生故障时,这允许较少的限制驱动操作。为此,在车辆的前轴上使用中央电动机(CEM)和改进的电子驻车制动器(EPB)执行器来形成单独的冗余层。针对单个作动器及其同步工作,提出了减速和轮滑控制策略。在道路试验中对不同制动模式的性能进行了评价。分析表明,在低路面摩擦条件下,CEM和EPB的组合工作方式具有较高的减速度水平和较强的运行稳定性。
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引用次数: 0
Model-Free Intelligent Control for Antilock Braking Systems on Rough Roads 粗糙路面防抱死制动系统的无模型智能控制
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-05-26 DOI: 10.4271/10-07-03-0017
Ricardo Simões de Abreu, T. Botha, H. Hamersma
Advances made in advanced driver assistance systems such as antilock braking systems (ABS) have significantly improved the safety of road vehicles. ABS enhances the braking and steerability of a vehicle under severe braking conditions. However, ABS performance degrades on rough roads. This is largely due to noisy measurements, the type of ABS control algorithm used, and the excitation of complex dynamics such as higher-order tire mode shapes that are neglected in the control strategy. This study proposes a model-free intelligent control technique with no modelling constraints that can overcome these unmodelled dynamics and parametric uncertainties. The double deep Q-learning network (DDQN) algorithm with the temporal convolutional network is presented as the intelligent control algorithm. The model is initially trained with a simplified single-wheel model. The initial training data are transferred to and then enhanced using a validated full-vehicle model including a physics-based tire model, and a three-dimensional (3D) rough road profile with added stochasticity. The performance of the newly developed ABS controller is compared to a baseline algorithm tuned for rough road use. Simulation results show a generalizable and robust control algorithm that can prevent wheel lockup over rough roads without significantly deteriorating the vehicle stopping distance on smooth roads.
防抱死制动系统(ABS)等先进驾驶辅助系统的进步大大提高了道路车辆的安全性。ABS增强了车辆在恶劣制动条件下的制动和转向性能。然而,在粗糙的道路上,ABS性能下降。这主要是由于噪声测量,所使用的ABS控制算法的类型,以及在控制策略中被忽略的复杂动力学(如高阶轮胎模态振型)的激励。本研究提出了一种无模型智能控制技术,该技术没有建模约束,可以克服这些未建模的动力学和参数不确定性。提出了基于时间卷积网络的双深度q -学习网络(DDQN)算法作为智能控制算法。首先用简化的单轮模型对模型进行训练。最初的训练数据被传输到一个经过验证的整车模型,其中包括一个基于物理的轮胎模型,以及一个增加了随机性的三维(3D)粗糙路面轮廓。新开发的ABS控制器的性能与基线算法进行了比较,以适应粗糙的道路使用。仿真结果表明,该控制算法既能有效防止粗糙路面上的车轮抱死,又不会显著降低车辆在光滑路面上的停车距离。
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引用次数: 1
Robust Estimation of Vehicle Dynamic State Using a Novel Second-Order Fault-Tolerant Extended Kalman Filter 基于二阶容错扩展卡尔曼滤波的车辆动态鲁棒估计
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-05-25 DOI: 10.4271/10-07-03-0019
Yan Wang, Henglai Wei, B. Hu, Chen Lv
The vehicle dynamic state is essential for stability control and decision-making of intelligent vehicles. However, these states cannot usually be measured directly and need to be obtained indirectly using additional estimation algorithms. Unfortunately, most of the existing estimation methods ignore the effect of data loss on estimation accuracy. Furthermore, high-order filters have been proven that can significantly improve estimation performance. Therefore, a second-order fault-tolerant extended Kalman filter (SOFTEKF) is designed to predict the vehicle state in the case of data loss. The loss of sensor data is described by a random discrete distribution. Then, an estimator of minimum estimation error covariance is derived based on the extended Kalman filter (EKF) framework. Finally, experimental tests demonstrate that the SOFTEKF can reduce the effect of data loss and improve estimation accuracy by at least 10.6% compared to the traditional EKF and fault-tolerant EKF.
车辆的动态状态是智能车辆稳定控制和决策的关键。然而,这些状态通常不能直接测量,需要使用额外的估计算法间接获得。遗憾的是,现有的估计方法大多忽略了数据丢失对估计精度的影响。此外,高阶滤波器已被证明可以显著提高估计性能。因此,设计了一种二阶容错扩展卡尔曼滤波器(SOFTEKF)来预测数据丢失情况下的车辆状态。传感器数据的丢失用随机离散分布来描述。然后,基于扩展卡尔曼滤波(EKF)框架,导出了最小估计误差协方差估计量。实验结果表明,与传统EKF和容错EKF相比,SOFTEKF能有效降低数据丢失的影响,估计精度提高至少10.6%。
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引用次数: 1
A Survey of Intelligent Driving Vehicle Trajectory Tracking Based on Vehicle Dynamics 基于车辆动力学的智能驾驶车辆轨迹跟踪研究综述
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-05-24 DOI: 10.4271/10-07-02-0014
Yunfei Zha, Jianxian Deng, Yinyuan Qiu, Kun Zhang, Yanyan Wang
Trajectory tracking control, as one of the core technologies of intelligent driving vehicles, determines the driving performance and safety of intelligent driving vehicles and has received extensive attention and research. In recent years, most of the research results of trajectory tracking control are only applicable to conventional working conditions; however, the actual operating conditions of intelligent driving vehicles are complex and variable, so the research of trajectory tracking control algorithm should be extended to the high-speed low-adhesion coefficient, large curvature, variable curvature, and other compound limit working conditions. This requires more consideration of the vehicle dynamics in the controller design. In this article, a comprehensive review of trajectory tracking control under extreme operating conditions is conducted from three levels: vehicle dynamics model, vehicle speed tracking (longitudinal motion control), and path tracking (transverse motion control), and the existing research results are analyzed and summarized to obtain the research trends and pain points and difficulties in each field. On this basis, the future outlook of trajectory tracking control is proposed, which is expected to provide some help and inspiration to the research workers in this field.
轨迹跟踪控制作为智能驾驶车辆的核心技术之一,决定着智能驾驶车辆的行驶性能和安全性,受到了广泛的关注和研究。近年来,轨迹跟踪控制的研究成果大多只适用于常规工况;然而,智能驾驶车辆的实际运行工况复杂多变,因此轨迹跟踪控制算法的研究应扩展到高速低附着系数、大曲率、变曲率等复合极限工况。这就要求在控制器设计中更多地考虑车辆动力学。本文从车辆动力学模型、车辆速度跟踪(纵向运动控制)和路径跟踪(横向运动控制)三个层面对极端工况下的轨迹跟踪控制进行了全面综述,并对现有的研究成果进行了分析和总结,得出了各个领域的研究趋势和痛点和难点。在此基础上,对轨迹跟踪控制的发展前景进行了展望,以期对该领域的研究工作者提供一定的帮助和启示。
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引用次数: 8
Optimization of Operating Parameters of the Asphalt-Paver Vibration-Screed System in Improving Compaction Efficiency and Pavement Quality for Driving Vehicle Performance 优化沥青-摊铺机振动筛分系统工作参数,提高压实效率和路面质量,提高车辆行驶性能
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-05-22 DOI: 10.4271/10-07-02-0015
Yu Xiu, Anding Li, V. Nguyen, Yundong Mei, Qian Li, Jianwei Li
The operating parameters of the asphalt-paver vibration-screed system (AP-VSS) including the excitation frequencies of the tampers and vibratory screed (ft and fs ) and the angular deviations of the tampers (α 1 and α 2) affect not only the pavement quality but also compaction efficiency. Based on the dynamic model of the AP-VSS and the interaction model of the tamper and hot-mixed asphalt, the experimental and numerical simulation studies of AP-VSS are performed to analyze in detail the influence of operating parameters of the AP-VSS on AP-VSS pavement quality and compaction efficiency. The maximum value of the root-mean-square acceleration (ar.m.s ) of the AP-VSS and the maximum value of the root-mean-square compaction force (Fr.m.s ) of the tampers are selected as the objective functions. The experimental and simulation results indicate that by using the AP-VSS design parameters, the pavement quality and compaction efficiency of the AP-VSS are quite low. To enhance the AP-VSS performance, the operation parameters are then optimized by the multi-objective optimization algorithm. The optimal result shows that the compression energy of the tampers and hot-mixed asphalt interaction is greatly increased by 36.2% in comparison without the optimization. Concurrently, both the values of ar.m.s and Fr.m.s are also increased and uniformly distributed over the length of the screed floor and surface of the hot-mixed asphalt in comparison without the optimization. Therefore, the pavement quality and compaction efficiency of the AP-VSS are remarkably improved.
沥青-摊铺机振动压实系统(AP-VSS)的工作参数,包括夯实机和振动压实机的激振频率(ft和fs)以及夯实机的角偏差(α 1和α 2),不仅影响路面质量,而且影响压实效率。基于AP-VSS的动力学模型和捣固机与热拌沥青的相互作用模型,对AP-VSS进行了实验和数值模拟研究,详细分析了AP-VSS的运行参数对AP-VSS路面质量和压实效率的影响。均方根加速度的最大值(ar.m。AP-VSS的均方根压实力最大值(Fr.m。选取捣固者的S)作为目标函数。试验和仿真结果表明,采用AP-VSS设计参数后,AP-VSS的路面质量和压实效率较低。为了提高AP-VSS的性能,采用多目标优化算法对运行参数进行优化。优化结果表明,捣固器与热混合沥青相互作用的压缩能比未优化时提高了36.2%。与此同时,未经优化的热混合沥青相比,ar.m.s和Fr.m.s值在铺层地板和表面长度上均有所增加,且分布均匀。因此,AP-VSS的路面质量和压实效率得到了显著提高。
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引用次数: 0
Suspension Simulation 悬架仿真
IF 1.7 Q2 TRANSPORTATION SCIENCE & TECHNOLOGY Pub Date : 2023-05-01 DOI: 10.12968/s1479-7747(23)50035-0
Accelerating vehicle development with simulation tools: how Tenneco is staying ahead of the curve
借助仿真工具加速汽车开发:天纳克如何保持领先地位
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引用次数: 0
期刊
SAE International Journal of Vehicle Dynamics Stability and NVH
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