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2020 4th CAA International Conference on Vehicular Control and Intelligence (CVCI)最新文献

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Simulation analysis of occupant frontal collision damage* 乘员正面碰撞损伤仿真分析*
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338604
Jinbo Wang, Yanfei Gao, Gaowei Xu, Fengyan Yi
In order to obtain the accuracy of vehicle parameters and occupant injury information after collision, and reduce the high cost of the sample vehicle crash test and the uncertain factors in the collision process, build rigid body model and multi-rigid body model by PC-Crash platform of traffic accident reconstruction software. Set the parameters and initial motion state of the model, and carry out the simulation and reconstruction of the traffic accident collision, which can obtain instantaneous motion state parameters of the collision vehicle and occupant. To simulate and demonstrate the process of the traffic accident, comparing the demonstration results with the actual traffic accidents, and the reduction rate of the real motion pattern is more than 95%,so that the effectiveness of this method is verified. It provides a reference for the better use of PC-Crash software to realize the simulation analysis of occupant's frontal injury, and provides a theoretical basis for accident treatment.
为了获得碰撞后车辆参数和乘员损伤信息的准确性,降低样车碰撞试验的高成本和碰撞过程中的不确定因素,利用交通事故重构软件PC-Crash平台建立刚体模型和多刚体模型。设置模型的参数和初始运动状态,对交通事故碰撞进行仿真与重构,可获得碰撞车辆和乘员的瞬时运动状态参数。对交通事故的过程进行仿真演示,将演示结果与实际交通事故进行对比,真实运动模式的减少率达到95%以上,从而验证了该方法的有效性。为更好地利用PC-Crash软件实现乘员额部损伤的仿真分析提供参考,为事故处理提供理论依据。
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引用次数: 0
Matrix Inequalities Based Robust Model Predictive Control for Vehicle Considering Model Uncertainties and External Disturbances* 基于矩阵不等式的考虑模型不确定性和外部干扰的车辆鲁棒模型预测控制*
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338626
Wenjun Liu, Guang Chen, Alois Knoll
Model uncertainties and external disturbances can inevitably affect vehicle dynamic control accuracy and even cause the vehicle system to be unstable and unsafe. Therefore, vehicle dynamic controller must be able to suppress the influence of model uncertainties and external disturbances on vehicle dynamic control performance. To this aim, we design a matrix inequalities (both bilinear matrix inequalities (BMIs) and linear matrix inequalities (LMIs) are involved) based robust model predictive controller for vehicle dynamic control. Robust positive invariant (RPI) set is used to guarantee the controller is robust and to construct the matrix inequality equations. We test the usefulness of the proposed controller via a numerical example.
模型的不确定性和外界干扰不可避免地会影响车辆的动态控制精度,甚至导致车辆系统的不稳定和不安全。因此,车辆动态控制器必须能够抑制模型不确定性和外界干扰对车辆动态控制性能的影响。为此,我们设计了一个基于矩阵不等式(双线性矩阵不等式和线性矩阵不等式)的鲁棒模型预测控制器,用于车辆动态控制。利用鲁棒正不变量(RPI)集来保证控制器的鲁棒性,并构造矩阵不等式方程。通过一个数值算例验证了所提控制器的有效性。
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引用次数: 0
Vibrotactile Take-over Requests in Highly Automated Driving 高度自动驾驶中的振动触觉接管要求
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338667
Duanfeng Chu, Rukang Wang, Ying Deng, Lingping Lu, Chaozhong Wu
Highly automated vehicle has the possibility in getting stuck with edge scenarios where the automation cannot handle. Under this circumstance, sending out a takeover request and dragging the driver back into the control loop are required to avoid traffic accidents. Among various possible modalities for alerting drivers about take-over requests, vibrotactile alerts provide significant advantages. A driver-in-the-loop and hardware-in-the loop driving simulator was designed for the investigation of take-over performance. In this simulator, take-over signal was provided the vibration motors embedded in the vibrotactile seat. Moreover, body pressure mapping test illustrated that the vibration motors fixed in the vibrotactile seat would not reduce seating comfort. Twenty-four vibration patterns were generated via the vibration motors embedded in the backrest and cushion of the vibrotactile seat. Besides, Eighteen participants were recruited to take part in the experiment, which consisted of three sessions: 1) baseline (no driving task), 2) HAD (driving a highly automated vehicle and getting ready for the respond to the take-over request), 3) N-back (performing the same task with mental demanding task added in). Specifically, in baseline session, participants need the only answer regarding the type of vibration pattern. However in HAD and N-Back session, participants had to perform the maneuver (steering left/right or braking) according to the coding directional information of vibration patterns. Correct response rate and reaction time of each participant in each session were recorded and analysed. The results indicated that dynamic patterns yielded significantly higher correct response rate than static patterns. In addition, reaction times for dynamic patterns were faster than those for static patterns, but the effect was not statistically significant. Moreover, ANOVA tests illustrated that mental-demanding non-driving task had no significant effect on take-over performance.
高度自动化的车辆有可能陷入自动化无法处理的边缘场景。在这种情况下,需要发送接管请求并将驾驶员拉回控制回路,以避免发生交通事故。在各种可能的提醒司机接管请求的方式中,触觉振动警报提供了显著的优势。为研究接管性能,设计了驱动在环和硬件在环驱动模拟器。在该模拟器中,接管信号由嵌入在振动触觉座中的振动电机提供。此外,人体压力测绘试验表明,振动电机安装在振动触觉座椅上不会降低座椅的舒适性。通过嵌入在振动触觉座椅靠背和坐垫中的振动电机产生24种振动模式。此外,还招募了18名参与者参加实验,实验包括三个阶段:1)基线(无驾驶任务),2)HAD(驾驶高度自动化的车辆并准备对接管请求的响应),3)N-back(执行相同的任务,但增加了脑力要求任务)。具体来说,在基线会话中,参与者需要关于振动模式类型的唯一答案。然而,在HAD和N-Back会话中,参与者必须根据振动模式的编码方向信息执行机动(向左/向右转向或制动)。记录并分析每个参与者在每个会话中的正确反应率和反应时间。结果表明,动态模式的正确率明显高于静态模式。此外,动态图案的反应时间比静态图案的反应时间快,但这种影响没有统计学意义。此外,方差分析表明,非驾驶任务对接管绩效没有显著影响。
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引用次数: 1
Research on ECSA Degradation Model for PEM Fuel Cell under Vehicle Conditions 车辆工况下PEM燃料电池ECSA退化模型研究
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338596
Hang You, Jun Fu, Xi Li
Fuel cell vehicles are a trend in the development of new energy vehicles in the future. However, the degradation of PEMFC has always been one of the reasons restricting its development. This paper studies a PEMFC degradation model based on ECSA to determine the appropriate working state to reduce the rapid degradation of PEMFC. This model mainly simulates the dissolution and maturation of platinum clusters in the catalytic layer and explains the decline of ECSA. The simulation results show that the model can well correspond to the phenomenon of accelerated aging of the fuel cell due to variable load under vehicle operating conditions. It is suggested that the model facilitates the development of a hybrid energy management system for vehicles aimed at fuel cell degradation.
燃料电池汽车是未来新能源汽车发展的一个趋势。然而,PEMFC的降解问题一直是制约其发展的原因之一。本文研究了基于ECSA的PEMFC降解模型,以确定合适的工作状态,减少PEMFC的快速降解。该模型主要模拟了铂团簇在催化层中的溶解和成熟过程,并解释了ECSA的下降。仿真结果表明,该模型能较好地对应车辆运行工况下燃料电池因变载荷而加速老化的现象。该模型有助于开发针对燃料电池退化的混合能源管理系统。
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引用次数: 1
A Goal-Biased RRT Path Planning Approach for Autonomous Ground Vehicle 自主地面车辆目标偏置RRT路径规划方法
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338597
Xianjian Jin, Zeyuan Yan, Hang Yang, Qikang Wang, Guo-dong Yin
For the application of autonomous ground vehicle (AGV) operating in unstructured environment, a path planning method based on an improved goal-biased Rapidly-exploring Random Trees (bias-RRT) is proposed. The algorithm combines random sampling with numerical optimization to achieve fast convergence speed and satisfy constraints. KD-Tree and potential field of the environment are implemented to increase the sampling efficiency, and cubic B-splines are used to smooth the path for better tracking performance. The algorithm improves the efficiency of searching while guarantee safety and quality of the planned path. Simulation results verify the effectiveness of the proposed method.
针对自主地面车辆(AGV)在非结构化环境中的应用,提出了一种基于改进目标偏置快速探索随机树(bias-RRT)的路径规划方法。该算法将随机抽样与数值优化相结合,收敛速度快,满足约束条件。利用环境的KD-Tree和势场来提高采样效率,利用三次b样条来平滑路径以获得更好的跟踪性能。该算法提高了搜索效率,同时保证了规划路径的安全性和质量。仿真结果验证了该方法的有效性。
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引用次数: 8
Self-Supervised Monocular Depth Estimation Scale Recovery using RANSAC Outlier Removal 基于RANSAC离群值去除的自监督单目深度估计尺度恢复
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338538
Zhuoyue Wu, G. Zhuo, Feng Xue
Recently, self-supervised method has become an increasingly significant branch of depth estimation task, especially in the realm of autonomous driving applications. However, current per-pixel depth maps yielded from RGB images still suffer from uncertain scale factor generated by the nature of monocular image sequences, which further leads to the insufficiency in practical use. In this work, we first analyze such scale uncertainty both theoretically and practically. Then we perform scale recovery utilizing geometric constraint to estimate accurate scale factor, RANSAC(Random sample consensus) outlier removal is introduced into pipeline to obtain accurate ground point extraction. Adequate experiments on KITTI dataset(dataset generated by an autonomous driving platform built up by KIT and TRINA comprising stereo and optical flow image pairs as well as laser data, distributed to train set and test set on account of deep learning), show that, using only camera height prior, our proposed method, though not relying on additional sensors, is able to achieve accurate scale recovery and outperform existing scale recovery methods.
近年来,自监督方法已成为深度估计任务的一个日益重要的分支,特别是在自动驾驶应用领域。然而,目前由RGB图像生成的每像素深度图仍然受到单眼图像序列性质所产生的不确定比例因子的影响,这进一步导致了实际应用中的不足。本文首先从理论和实践两方面对这种尺度不确定性进行了分析。然后利用几何约束进行比例尺恢复,估计准确的比例尺因子,在管道中引入RANSAC(Random sample consensus)离群值去除,获得精确的地面点提取。在KITTI数据集(由KIT和TRINA建立的自动驾驶平台生成的数据集,包括立体和光流图像对以及激光数据,通过深度学习分布到训练集和测试集)上进行的充分实验表明,仅使用相机高度先验,我们提出的方法虽然不依赖于额外的传感器,但能够实现准确的尺度恢复,并且优于现有的尺度恢复方法。
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引用次数: 3
Design of road feel feedback algorithm for steer-by- Wire 线控转向的路感反馈算法设计
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338568
Liuhe, Xianzhong Zeng, Liu Shuo
With the development of electric power steering becoming more and more mature, many companies and universities have begun to develop steer-by-wire systems. In the online steering system, the steering wheel end is disconnected from the steering rack, and the road feel simulation unit is required to provide the driver with a realtime road feel to ensure the driver's maneuverability of the vehicle. There are many challenges in the generation of analog road feel. The basic functions include central position road feel, active return function, low-speed lightness and high-speed stability. The first part of this article discusses the control method of the road sense feedback motor, the second part is the design of the road sense feedback algorithm, and the third part is the test results and analysis. The motor control algorithm uses PID and feedforward algorithms to achieve precise current control. The road sense feedback part is designed to change the steering force gradient and damping with the speed of the vehicle. It is verified by Carsim and Matlab/Simulink joint simulation. The test part verifies the road sense algorithm. Adapt to different vehicle speeds and working conditions, and the smoothness of the center position and feel meets the needs of road feedback.
随着电动助力转向的发展越来越成熟,许多公司和高校都开始开发线控转向系统。在线转向系统中,方向盘端与转向齿条断开,需要路感仿真单元向驾驶员提供实时的路感,以保证驾驶员对车辆的操控性。模拟路感的产生有很多挑战。基本功能包括中央位置路感、主动返回功能、低速轻便性和高速稳定性。本文第一部分讨论了路感反馈电机的控制方法,第二部分是路感反馈算法的设计,第三部分是测试结果与分析。电机控制算法采用PID和前馈算法,实现电流的精确控制。道路感知反馈部分设计用于改变转向力梯度和阻尼随车辆速度的变化。通过Carsim和Matlab/Simulink联合仿真验证了该方法的有效性。测试部分对路感算法进行了验证。适应不同车速和工况,中心位置和手感的平稳性满足道路反馈需求。
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引用次数: 0
The Effects of Parameter Variations on the Torque Control of Induction Motor 参数变化对异步电动机转矩控制的影响
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338443
F. Zhao, Jianwei Zhang, Dongmei Wu, Guoqing Liu, Wensong Lang, Pinglai Wang
By analyzing the principle and method of the direct vector control torque control method for induction motor, an analysis method of the influence of motor parameter changes on the accuracy of motor electromagnetic torque control under steady-state conditions is proposed, and the application of four common flux observations is derived. In direct vector control, the error function of the electromagnetic torque is estimated. The influence of the change of induction motor parameters on the torque control accuracy is theoretically analyzed, and the simulation is verified by Simulink. The simulation proves that the method can correctly analyze the torque control accuracy under the condition of induction motor vector control without complicated calculations.
通过分析感应电机直接矢量控制转矩控制方法的原理和方法,提出了稳态条件下电机参数变化对电机电磁转矩控制精度影响的分析方法,并推导了四种常用磁链观测值的应用。在直接矢量控制中,估计了电磁转矩的误差函数。从理论上分析了异步电机参数的变化对转矩控制精度的影响,并通过Simulink进行了仿真验证。仿真结果表明,该方法能够正确分析异步电机矢量控制条件下的转矩控制精度,无需复杂的计算。
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引用次数: 1
Nonlinear Control Strategy of Hybrid Energy Storage System Based on Feedback Linearization 基于反馈线性化的混合储能系统非线性控制策略
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338495
Zhangyu Lu, Xizheng Zhang, Yaonan Wang
In view of the nonlinear characteristics of the hybrid energy storage system (HESS), a nonlinear control strategy based on feedback linearization theory is proposed. The control objectives of the strategy are battery/super capacitor current and DC bus voltage. Firstly, by analyzing the state equation of the circuit, the affine nonlinear model of the circuit is established. Then, the input-output feedback linearization and sliding mode surface are designed to realize the current tracking control of the battery and super capacitor. Finally, the classic voltage closed-loop control is used to realize the bus voltage stability. The simulation model is established on Simulink, and the simulation results show that the proposed control strategy is effective.
针对混合储能系统的非线性特性,提出了一种基于反馈线性化理论的非线性控制策略。该策略的控制目标是电池/超级电容电流和直流母线电压。首先,通过分析电路的状态方程,建立了电路的仿射非线性模型。然后,设计了输入输出反馈线性化和滑模曲面,实现了对电池和超级电容的电流跟踪控制。最后,采用经典的电压闭环控制实现母线电压稳定。在Simulink上建立了仿真模型,仿真结果表明所提出的控制策略是有效的。
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引用次数: 2
Influence of Vehicle Speeds in Curve Driving on Pupil Diameters of Drivers 弯道行驶中车速对驾驶员瞳孔直径的影响
Pub Date : 2020-12-18 DOI: 10.1109/CVCI51460.2020.9338528
Mingwang Feng, Rong Fan, Chao Liu, Tianyi Gao, Z. Wang, R. Zheng
The pupil diameter is one of the most important assessing indicators for the mental state of drivers. On the other hand, it is still a topic to quantitatively assess the effect of vehicle speeds on pupil diameters of drivers. Therefore, this study recorded pupil diameters under different vehicle speeds of 40, 60, and 80 km/h in the driving simulator experiment. Furthermore, this paper analyzed pupil diameters on the straight and curve road sections, and the difference of pupil diameters between left and right eyes. The results indicate that there is a positive association between the pupil diameter and the vehicle speed, and there is a difference for pupil diameters in the straight and curve driving. In addition, the difference of pupil diameters between left and right eyes is higher in the straight section than that in the curve section.
瞳孔直径是评价驾驶员心理状态的重要指标之一。另一方面,如何定量评估车速对驾驶员瞳孔直径的影响仍然是一个课题。因此,本研究在驾驶模拟器实验中记录了40、60、80 km/h不同车速下的瞳孔直径。进一步分析了直道和弯道路段的瞳孔直径,以及左右眼瞳孔直径的差异。结果表明:瞳孔直径与车速之间存在正相关关系,而在直线和弯道行驶时瞳孔直径存在差异;此外,左右眼瞳孔直径的差异在直线截面大于曲线截面。
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引用次数: 0
期刊
2020 4th CAA International Conference on Vehicular Control and Intelligence (CVCI)
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