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Computing Safe Stop Trajectories for Autonomous Driving Utilizing Clustering and Parametric Optimization 利用聚类和参数优化计算自动驾驶的安全停车轨迹
Pub Date : 2024-03-24 DOI: 10.3390/vehicles6020027
Johannes Langhorst, Kai Wah Chan, Christian Meerpohl, Christof Büskens
In the realm of autonomous driving, ensuring a secure halt is imperative across diverse scenarios, ranging from routine stops at traffic lights to critical situations involving detected system boundaries of crucial modules. This article presents a novel methodology for swiftly calculating safe stop trajectories. We utilize a clustering method to categorize lane shapes to assign encountered traffic situations at runtime to a set of precomputed resources. Among these resources, there are precalculated halt trajectories along representative lane centers that serve as parametrizations of the optimal control problem. At runtime, the current road settings are identified, and the respective precomputed trajectory is selected and then adjusted to fit the present situation. Here, the perceived lane center is considered a change in the parameters of the optimal control problem. Thus, techniques based on parametric sensitivity analysis can be employed, such as the low-cost feasibility correction. This approach covers a substantial number of lane shapes and exhibits a similar solution quality as a re-optimization to generate a trajectory while demanding only a fraction of the computation time.
在自动驾驶领域,从交通信号灯前的例行停车到涉及检测到关键模块系统边界的危急情况,确保安全停车在各种场景中都势在必行。本文介绍了一种快速计算安全停车轨迹的新方法。我们利用聚类方法对车道形状进行分类,将运行时遇到的交通状况分配给一组预先计算好的资源。在这些资源中,有沿着代表性车道中心预先计算的停止轨迹,这些轨迹可作为最优控制问题的参数。运行时,识别当前道路设置,选择相应的预计算轨迹,然后进行调整以适应当前情况。在这里,感知到的车道中心被视为最优控制问题参数的变化。因此,可以采用基于参数敏感性分析的技术,如低成本可行性修正。这种方法涵盖了大量的车道形状,并表现出与重新优化生成轨迹类似的解决方案质量,而所需的计算时间仅为原来的一小部分。
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引用次数: 0
Analysis and Preliminary Design of Variable Flux Reluctance Machines: A Perspective from Working Field Harmonics 变磁通磁阻机的分析和初步设计:工作场谐波透视
Pub Date : 2024-03-21 DOI: 10.3390/vehicles6010026
Xiangpei Gu, N. Bianchi, Zhuoran Zhang
Variable flux reluctance machines (VFRMs) are increasingly attracting research interest due to their magnetless and robust brushless structure. Under the modulation effect of the airgap permeance, the VFRM operates with a series of field harmonics, distinguishing it from conventional AC synchronous machines. This paper deals with the analysis and preliminary design of the VFRM from the perspective of multiple working airgap field harmonics. Firstly, the spatial and temporal order of the working field harmonics are defined. The systematic winding theory, including the unified star of slots and winding factor calculation method, is established to consider all these working harmonics. Then, an average torque model is built and simplified. The key role of 1st-order rotor permeance, 1st- and 3rd-order polarized stator permeance is deduced. The relationship between key parameters and average torque is computed, providing a guideline for the preliminary design of the VFRM.
变磁通磁阻机(VFRM)因其无磁和坚固的无刷结构而日益受到研究人员的关注。在气隙磁导率的调制作用下,可变磁通磁阻机工作时会产生一系列场谐波,这使其有别于传统的交流同步电机。本文从多个工作气隙场谐波的角度出发,分析并初步设计了 VFRM。首先,定义了工作场谐波的时空顺序。建立了系统的绕组理论,包括统一的槽星和绕组系数计算方法,以考虑所有这些工作谐波。然后,建立并简化了平均转矩模型。推导出了一阶转子磁导率、一阶和三阶极化定子磁导率的关键作用。计算了关键参数与平均转矩之间的关系,为 VFRM 的初步设计提供了指导。
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引用次数: 0
An Analysis of the Correct Frequency of the Service Inspections of German Passenger Cars—A Case Study on Kazakhstan and Poland 德国客车服务检查正确频率分析--哈萨克斯坦和波兰案例研究
Pub Date : 2024-03-19 DOI: 10.3390/vehicles6010025
S. Nurkusheva, M. Bembenek, Maciej Berdychowski, Bożena Gajdzik, R. Wolniak
This article presents a case study on estimating the real service inspection intervals for German-brand passenger cars in Kazakhstan and Poland. This study aimed to identify disparities between the official recommendations of manufacturers for car maintenance and the real data collected in these two countries. The following passenger cars were examined: Audi A6, Q5, and Q8; Porsche Cayenne and Cayenne coupe; and Volkswagen Passat, Polo, Teramont, Tiguan, Touareg, Arteon, Golf, T-Cross, Tiguan all space, Touran, T-Roc, and Up. To assess the difference between real and recommended values, the manufacturer criteria of a recommended mileage of 15,000 and 30,000 km or a time frame of 365 and 730 days to the first service inspection were applied. The data analysis showed that in Kazakhstan, 31.4% of cars did not meet the warranty conditions, while in Poland, it was 21.0%. The dominant criterion that was not met was the time criterion. The assessment of these factors emphasizes the importance of customizing vehicle maintenance schedules to the specific conditions and driving behaviors prevalent in each country. The practical contribution of the article lies in uncovering the discrepancies between official manufacturer recommendations for car maintenance and the actual data collected in Kazakhstan and Poland. By identifying specific models, Volkswagen Touareg and Tiguan in Kazakhstan and Volkswagen Up in Poland, for which the maintenance intervals deviated significantly from those recommended, this study offers valuable insights for optimizing service schedules and improving the efficiency of maintenance practices in these countries. From a scientific perspective, this article contributes by providing empirical evidence of real-world maintenance behaviors for German-brand passenger cars.
本文介绍了一项关于估算哈萨克斯坦和波兰德国品牌乘用车实际保养检查周期的案例研究。该研究旨在找出制造商对汽车保养的官方建议与在这两个国家收集到的真实数据之间的差异。研究对象为以下乘用车:奥迪 A6、Q5 和 Q8;保时捷 Cayenne 和 Cayenne coupe;大众帕萨特、Polo、Teramont、Tiguan、Touareg、Arteon、高尔夫、T-Cross、Tiguan all space、Touran、T-Roc 和 Up。为了评估实际值和建议值之间的差异,采用了制造商的标准,即建议里程为 15,000 和 30,000 公里,或首次保养检查时间为 365 和 730 天。数据分析显示,在哈萨克斯坦,有 31.4% 的汽车不符合保修条件,而在波兰,这一比例为 21.0%。不符合保修条件的主要标准是时间标准。对这些因素的评估强调了根据各国的具体情况和驾驶行为定制车辆保养计划的重要性。文章的实际贡献在于揭示了制造商对汽车保养的官方建议与在哈萨克斯坦和波兰收集到的实际数据之间的差异。通过确定特定车型(哈萨克斯坦的大众途锐和 Tiguan 以及波兰的大众 Up)的保养间隔与建议间隔存在显著偏差,本研究为这些国家优化保养计划和提高保养效率提供了有价值的见解。从科学的角度来看,这篇文章提供了德国品牌乘用车实际保养行为的经验证据,从而做出了贡献。
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引用次数: 0
A Curb-Detection Network with a Tri-Plane BEV Encoder Module for Autonomous Delivery Vehicles 带有三平面 BEV 编码器模块的路缘检测网络,适用于自主配送车辆
Pub Date : 2024-03-16 DOI: 10.3390/vehicles6010024
Lu Zhang, Jinzhu Wang, Xichan Zhu, Zhixiong Ma
Curb detection tasks play a crucial role in the perception of the autonomous driving environment for logistics vehicles. With the popularity of multi-modal sensors under the BEV (Bird’s Eye View) paradigm, curb detection tasks are increasingly being integrated into multi-task perception networks, achieving robust detection results. This paper modifies and integrates the tri-plane spatial feature representation method of the EG3D network from the field of 3D reconstruction into a BEV-based multi-modal sensor detection network, including LiDAR, pinhole cameras, and fisheye cameras. The system collects a total of 24,350 frames of data under real road conditions for experimentation, proving the effectiveness of the proposed method.
路缘检测任务在感知物流车辆的自动驾驶环境中发挥着至关重要的作用。随着多模态传感器在 BEV(鸟瞰)范式下的普及,路缘检测任务正越来越多地被集成到多任务感知网络中,从而实现稳健的检测结果。本文将三维重建领域 EG3D 网络的三平面空间特征表示方法修改并集成到基于 BEV 的多模态传感器检测网络中,包括激光雷达、针孔摄像机和鱼眼摄像机。该系统在真实路况下共收集了 24,350 帧数据进行实验,证明了所提方法的有效性。
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引用次数: 0
Coil Parameter Analysis for Inductively Coupled Wireless Charging for Electric Vehicles 电动汽车电感耦合无线充电线圈参数分析
Pub Date : 2024-02-28 DOI: 10.3390/vehicles6010021
Viswanath Chakibanda, Venkata Lakshmi Narayana Komanapalli
Wireless charging (WC) has gained popularity for the charging of electric vehicles in recent years of research, particularly dynamic wireless charging systems (DWCSs). Among the different topologies of DWCSs, this paper focuses on an inductively coupled wireless charging system (ICWCS). In this ICWCS, double-D (DD) coils create horizontal and vertical flux components between different pad configurations, which show optimal features in contrast to circular pad coils. In this work, the three-dimensional (3D) finite element technique (FEM) is used to establish the proposed design to observe the coupling coefficient, while the system design’s performance is evaluated using a circuit simulator. In the simulation, the proposed DD coil configuration is used for both the transmitter and receiver sides. It provides the maximum coupling coefficient and efficiency at perfect alignment when using an in-between air gap of 166 mm and six I-type ferrite bars on the transmitter side and five I-type ferrite bars on the receiver side. The coupling coefficient and system parameters, such as power and efficiency, are considered for different misalignments in the proposed configuration. The results of this work satisfy the Society of Automotive Engineers (SAE) J2954 Class 3 criteria. The best results obtained are on account of optimizing the ferrite core, which is achieved by varying its length and width. While varying the ferrite core’s dimensions, 0.2451, as the optimal k value, is obtained at the effective width and length of 57.5 mm and 400 mm, respectively. The simulation results of the Ansys Maxwell 3D software prove the feasibility of the proposed structure.
近年来,无线充电(WC),尤其是动态无线充电系统(DWCS)在电动汽车充电领域的研究越来越受欢迎。在不同拓扑结构的动态无线充电系统中,本文重点介绍电感耦合无线充电系统(ICWCS)。在这种 ICWCS 中,双 D(DD)线圈在不同焊盘配置之间产生水平和垂直磁通分量,与圆形焊盘线圈相比,显示出最佳特性。在这项工作中,使用三维(3D)有限元技术(FEM)建立拟议的设计,以观察耦合系数,同时使用电路模拟器评估系统设计的性能。在仿真中,建议的 DD 线圈配置用于发射端和接收端。当使用 166 毫米的中间气隙,发射器侧使用六根 I 型铁氧体棒,接收器侧使用五根 I 型铁氧体棒时,它能在完全对准的情况下提供最大的耦合系数和效率。在拟议配置中,考虑了不同错位情况下的耦合系数和系统参数,如功率和效率。这项工作的结果符合汽车工程师协会(SAE)J2954 3 级标准。通过改变铁氧体磁芯的长度和宽度,优化了铁氧体磁芯,从而获得了最佳结果。在改变铁氧体磁芯尺寸时,当有效宽度和长度分别为 57.5 毫米和 400 毫米时,最佳 k 值为 0.2451。Ansys Maxwell 3D 软件的模拟结果证明了拟议结构的可行性。
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引用次数: 0
A fsQCA-Based Framework for Cybersecurity of Connected and Automated Vehicles: Implications for Sustainable Development Goals 基于 fsQCA 的互联和自动驾驶汽车网络安全框架:对可持续发展目标的影响
Pub Date : 2024-02-28 DOI: 10.3390/vehicles6010022
Koppiahraj Karuppiah, Bathrinath Sankaranarayanan, Syed Mithun Ali, Ramesh Priyanka
Connected and automated vehicles (CAV) are increasingly recognized as a critical component of intelligent transportation systems (ITS), contributing to advances in transportation safety and mobility. However, the implementation of CAV in a real-world environment comes with various threats, and cybersecurity is among the most vulnerable. As the technology becomes more advanced and complex, it is essential to develop a comprehensive cybersecurity framework that can address these concerns. This research proposes a novel framework based on complexity theory and employs the fuzzy set qualitative comparative analysis (fsQCA) technique to identify combinations of security attacks that lead to achieving cybersecurity in CAV. Compared to structural equation modelling (SEM), the fsQCA method offers the advantage of demonstrating all possible ways to achieve the outcome. The study’s findings suggest that in-vehicle networks and data storage security are the most crucial factors in ensuring the cybersecurity of CAV. The results can be useful for automotive designers in reducing the potential for attacks while developing secure networks.
互联和自动驾驶汽车(CAV)越来越被视为智能交通系统(ITS)的重要组成部分,有助于提高交通安全性和机动性。然而,在现实环境中实施 CAV 会带来各种威胁,其中网络安全是最容易受到威胁的因素之一。随着该技术变得越来越先进和复杂,有必要开发一个全面的网络安全框架来解决这些问题。本研究基于复杂性理论提出了一个新颖的框架,并采用模糊集定性比较分析(fsQCA)技术来识别安全攻击的组合,从而实现 CAV 的网络安全。与结构方程模型(SEM)相比,模糊定性比较分析法的优势在于可以展示实现结果的所有可能途径。研究结果表明,车载网络和数据存储安全是确保 CAV 网络安全的最关键因素。研究结果可帮助汽车设计人员在开发安全网络的同时降低攻击的可能性。
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引用次数: 0
An Overview of the Efficiency of Roundabouts: Design Aspects and Contribution toward Safer Vehicle Movement 环岛效率概述:设计方面以及对提高车辆通行安全的贡献
Pub Date : 2024-02-25 DOI: 10.3390/vehicles6010019
K. Gkyrtis, Alexandros Kokkalis
Transforming intersections into roundabouts has shown that a sufficient degree of road safety and traffic capacity can be achieved. Because of the lower speeds at the area of a roundabout, drivers tend to become more easily adaptive to any kind of conflict with the surrounding environment. Despite the contribution to safety, the design elements of roundabouts are not uniformly fixed on a worldwide scale because of different traffic volumes, vehicle dimensions, drivers’ attitude, etc. The present study provides a brief overview of the contribution of roundabouts to road safety and the interactions between safety and the design elements of roundabouts. In addition, discussion points about current challenges and prospects are elaborated, including findings from the environmental assessment of roundabouts; their use and performance on the era of autonomous vehicles that will dominate in the near future; as well as the role and importance of simulation studies towards the improvement of the design and operation of roundabouts in favor of safer vehicle movement. The criticality of roundabouts, in terms of their geometric design as well as the provided road safety, lies upon the fact that roundabouts are currently used for the conventional vehicle fleet, which will be gradually replaced by new vehicle technologies. Such an action will directly impact the criteria for road network design and/or redesign, thereby continuously fostering new research initiatives.
将交叉路口改造成环形交叉路口的做法表明,可以实现足够的道路安全和交通容量。由于环岛区域的车速较低,驾驶员往往更容易适应与周围环境的任何冲突。尽管环形交叉路口有助于提高安全性,但由于交通流量、车辆尺寸、驾驶员态度等因素的不同,环形交叉路口的设计要素在全球范围内并不统一。本研究简要概述了环岛对道路安全的贡献以及安全与环岛设计要素之间的相互作用。此外,还阐述了有关当前挑战和前景的讨论要点,包括环岛的环境评估结果;环岛在不久的将来将成为自动驾驶汽车时代的主要特征的使用情况和性能;以及模拟研究在改进环岛设计和运行以提高车辆通行安全方面的作用和重要性。环岛在几何设计和道路安全方面的重要性在于,环岛目前主要用于传统车辆,而传统车辆将逐渐被新的车辆技术所取代。这一行动将直接影响道路网络设计和/或重新设计的标准,从而不断促进新的研究计划。
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引用次数: 0
Analysing the Effect of Chassis Torsional Flexibility on the Rollover Threshold of a Multi-Purpose Agricultural Vehicle 分析底盘扭转柔性对多用途农用车翻滚阈值的影响
Pub Date : 2024-02-21 DOI: 10.3390/vehicles6010018
Mattia Belloni, M. Vignati, E. Sabbioni
Multi-purpose agricultural tractors are vehicles that are usually involved in different operations, including road maintenance in small villages and cultivation of small agricultural plots, particularly in mountainous areas. These vehicles typically feature narrow tracks to enhance manoeuvrability, making rollover stability a critical consideration in operational settings. This characteristic arises from the interplay between the suspension and vehicle chassis. This paper introduces a numerical multi-body model designed to replicate the dynamics of a multi-purpose tractor with a torsional chassis. Model parameters were derived through experimental measurements conducted on an actual vehicle. Static measurements were performed to assess tire and suspension stiffness while tilting tests were performed to establish the static rollover limit of the vehicle. Dynamic tests conducted on a four-post test rig characterised the vehicle’s dynamics. The validated model was utilised to explore the vehicle’s stability by reproducing the static rollover tests and simulating the vehicle’s performance under working conditions on a banked road. The vehicle rollover stability was studied by performing a sensitivity analysis that considered both chassis torsional stiffness and suspension stiffness under different loading conditions. The results indicate a trade-off between frame and suspension stiffnesses that enhances overall vehicle stability.
多用途农用拖拉机通常用于不同的作业,包括小村庄的道路养护和小块农田的耕作,特别是在山区。这些车辆通常具有狭窄的履带,以提高机动性,因此翻车稳定性是作业环境中的一个重要考虑因素。这一特性源于悬挂系统和车辆底盘之间的相互作用。本文介绍了一个多体数值模型,旨在复制带有扭转底盘的多功能拖拉机的动力学特性。模型参数是通过在实际车辆上进行的实验测量得出的。静态测量用于评估轮胎和悬挂刚度,倾斜测试用于确定车辆的静态侧翻极限。在四柱试验台上进行的动态测试则确定了车辆的动态特性。通过重现静态翻滚试验和模拟车辆在斜坡道路上的工作条件下的性能,利用验证过的模型来探索车辆的稳定性。通过进行敏感性分析,考虑不同负载条件下的底盘扭转刚度和悬挂刚度,对车辆翻滚稳定性进行了研究。结果表明,车架和悬架刚度之间的权衡可增强车辆的整体稳定性。
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引用次数: 0
Comparative Assessment for Holistic Evaluation of Drive Systems 驱动系统整体评估的比较评估
Pub Date : 2024-02-13 DOI: 10.3390/vehicles6010017
Raphael Mieth, Frank Gauterin
The development of vehicle drive systems targets different goals, which are partly contradictory. While the focus is often on increasing efficiency and—depending on the type of drive system—performance, the aim is to simultaneously reduce costs, weight, and volume as much as possible. This goal generally presents a conflict of objectives; for example, a gain in efficiency usually correlates with higher costs, or an increase in performance reduces the maximum achievable efficiency. Therefore, each drive system represents a compromise among these goals, and depending on the main focus, the development can be influenced. The methods presented in this work serve as a methodological framework for the evaluation of vehicle drive systems. The procedure involves evaluating different drive concepts based on defined criteria and comparing these evaluations with one another. These criteria can be selected freely and weighted differently, depending on the individual focus. In the sense of a holistic assessment, a system evaluation factor ultimately serves as an indicator, which is composed of the rating values of the individual criteria, taking into account their specific weightings. With the help of the novel method presented in this paper, the complexity of comparing differently designed powertrains is reduced, and a holistic assessment covering relevant viewpoints is possible. Such an all-encompassing view is helpful in the early development phase and is required as an evaluation basis for further, groundbreaking decisions in concept development.
汽车驱动系统的开发目标各不相同,其中部分目标相互矛盾。虽然重点通常是提高效率和性能(取决于驱动系统的类型),但目的是同时尽可能降低成本、重量和体积。这一目标通常会带来目标之间的冲突;例如,效率的提高通常会带来成本的增加,或者性能的提高会降低可实现的最大效率。因此,每个驱动系统都是这些目标之间的折衷方案,根据主要侧重点的不同,其发展也会受到影响。本研究提出的方法可作为评估车辆驱动系统的方法框架。该程序包括根据定义的标准对不同的驱动概念进行评估,并将这些评估结果相互比较。这些标准可以自由选择,并根据各自的侧重点以不同的方式加权。从整体评估的意义上讲,系统评估系数最终作为一个指标,由各个标准的评级值组成,并考虑到它们的具体权重。在本文提出的新方法的帮助下,比较不同设计的动力系统的复杂性得以降低,涵盖相关观点的整体评估成为可能。这种包罗万象的观点有助于早期开发阶段的工作,也是在概念开发过程中进一步做出开创性决策所需的评估基础。
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引用次数: 0
Comparative Assessment for Holistic Evaluation of Drive Systems 驱动系统整体评估的比较评估
Pub Date : 2024-02-13 DOI: 10.3390/vehicles6010017
Raphael Mieth, Frank Gauterin
The development of vehicle drive systems targets different goals, which are partly contradictory. While the focus is often on increasing efficiency and—depending on the type of drive system—performance, the aim is to simultaneously reduce costs, weight, and volume as much as possible. This goal generally presents a conflict of objectives; for example, a gain in efficiency usually correlates with higher costs, or an increase in performance reduces the maximum achievable efficiency. Therefore, each drive system represents a compromise among these goals, and depending on the main focus, the development can be influenced. The methods presented in this work serve as a methodological framework for the evaluation of vehicle drive systems. The procedure involves evaluating different drive concepts based on defined criteria and comparing these evaluations with one another. These criteria can be selected freely and weighted differently, depending on the individual focus. In the sense of a holistic assessment, a system evaluation factor ultimately serves as an indicator, which is composed of the rating values of the individual criteria, taking into account their specific weightings. With the help of the novel method presented in this paper, the complexity of comparing differently designed powertrains is reduced, and a holistic assessment covering relevant viewpoints is possible. Such an all-encompassing view is helpful in the early development phase and is required as an evaluation basis for further, groundbreaking decisions in concept development.
汽车驱动系统的开发目标各不相同,其中部分目标相互矛盾。虽然重点通常是提高效率和性能(取决于驱动系统的类型),但目的是同时尽可能降低成本、重量和体积。这一目标通常会带来目标之间的冲突;例如,效率的提高通常会带来成本的增加,或者性能的提高会降低可实现的最大效率。因此,每个驱动系统都是这些目标之间的折衷方案,根据主要侧重点的不同,其发展也会受到影响。本研究提出的方法可作为评估车辆驱动系统的方法框架。该程序包括根据定义的标准对不同的驱动概念进行评估,并将这些评估结果相互比较。这些标准可以自由选择,并根据各自的侧重点以不同的方式加权。从整体评估的意义上讲,系统评估系数最终作为一个指标,由各个标准的评级值组成,并考虑到它们的具体权重。在本文提出的新方法的帮助下,比较不同设计的动力系统的复杂性得以降低,涵盖相关观点的整体评估成为可能。这种包罗万象的观点有助于早期开发阶段的工作,也是在概念开发过程中进一步做出开创性决策所需的评估基础。
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引用次数: 0
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Vehicles
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