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Enhancement of Vehicle Eco-Driving Applicability through Road Infrastructure Design and Exploitation 通过道路基础设施设计与开发提高车辆生态驾驶适用性
Pub Date : 2023-03-14 DOI: 10.3390/vehicles5010021
Coiret Alex, Vandanjon Pierre-Olivier, Noël Romain
Energy moderation of the road transportation sector is required to limit climate change and to preserve resources. This work is focused on the moderation of vehicle consumption by optimizing the speed policy along an itinerary while taking into account vehicle dynamics, driver visibility and the road’s longitudinal profile. First, a criterion is proposed in order to detect speed policies that are impeding drivers’ eco-driving ability. Then, an energy evaluation is carried out and an optimization is proposed. A numerical application is performed on a speed limiting point with 20 usage cases and 5 longitudinal slope values. In the hypothesis of a longitudinal slope of zero, energy savings of 27.7 liter per day could be realized by a speed sign displacement of only 153.6 m. Potential energy savings can increase to up to 308.4 L per day for a −4% slope case, or up to 70.5 L per day for an ordinary −2% slope, with a sign displacement of only 391.5 m. This results in a total of 771,975 L of fuel savings over a 30 year infrastructure life cycle period. Therefore a methodology has been developed to help road managers optimize their speed policies with the aim of moderating vehicle consumption.
为了限制气候变化和保护资源,需要对公路运输部门进行能源调节。这项工作的重点是通过优化沿路线的速度政策,同时考虑到车辆动力学,驾驶员的能见度和道路的纵向轮廓,车辆消耗的调节。首先,提出了一种标准来检测阻碍驾驶员生态驾驶能力的速度政策。然后进行了能量评价,并提出了优化方案。在限速点上进行了20个使用案例和5个纵向坡度值的数值应用。在纵向坡度为零的假设下,车速标志位移仅为153.6 m,每天可节约27.7升能源。在坡度为- 4%的情况下,潜在的能源节约可以增加到每天308.4升,或者在普通坡度为- 2%的情况下,每天高达70.5升,而标志位移仅为391.5米。在30年的基础设施生命周期内,这一共节省了771,975升的燃料。因此,开发了一种方法来帮助道路管理者优化其速度政策,以缓和车辆消耗。
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引用次数: 1
Heavy-Vehicle Response to Crosswind: Evaluation of Driver Reactions Using a Dynamic Driving Simulator 重型车辆对侧风的响应:利用动态驾驶模拟器评估驾驶员的反应
Pub Date : 2023-03-09 DOI: 10.3390/vehicles5010020
A. Cioffi, A. R. Prakash, E. Sabbioni, M. Vignati, F. Cheli
Heavy vehicles exiting (or entering) a tunnel at high speed under a strong crosswind is a particularly critical condition since the aerodynamic load changes drastically, greatly affecting the lateral stability of the vehicle. Often, active control systems (active suspensions, active front steering, etc.) and infrastructure elements (e.g., wind fences) are proposed to reduce the induced risks. To help the design of these devices, the present paper investigates the response of the vehicle–driver system in the case of a high-sided lorry exiting a tunnel under crosswind, by using Driver-In-the-Loop simulations. The study was performed using the dynamic driving simulator of Politecnico di Milano and 28 test drivers. Vehicle and aerodynamic models have been developed to reproduce the phenomenon in a highly immersive environment. During the tests, several combinations of vehicle and wind speed were considered. The effect of vehicle loading condition (Empty and Laden) was also investigated. The performed tests allowed us to gain information about the sequence of the driver’s actions and associated delays, which may induce lane deviation or, in the worst case, rollover. It was found that lane invasion may happen for ratios of lateral aerodynamic force over vehicle weight force bigger than 0.1, while rollover could happen for ratios bigger than 0.3. Moreover, it was found that the driver’s response typically happens with a delay of ∼0.25 s with respect to the onset of the crosswind stimulus.
重型车辆在强侧风下高速驶出(或进入)隧道是一种特别关键的条件,因为气动载荷的变化很大,极大地影响了车辆的横向稳定性。通常,主动控制系统(主动悬架、主动前轮转向等)和基础设施(例如,防风栅栏)被提议来减少引发的风险。为了帮助这些装置的设计,本文通过驾驶员在环模拟研究了在侧风作用下高侧货车驶出隧道的情况下车辆-驾驶员系统的响应。研究采用米兰理工大学的动态驾驶模拟器和28名测试驾驶员进行。车辆和空气动力学模型已经被开发出来,以便在高度沉浸的环境中再现这一现象。在测试过程中,考虑了几种车辆和风速的组合。研究了车辆装载条件(空载和载货)的影响。通过进行的测试,我们可以获得驾驶员动作顺序和相关延迟的信息,这些信息可能导致车道偏离,在最坏的情况下,还可能导致侧翻。结果表明,当横向气动力与车重之比大于0.1时,可能发生车道入侵;当横向气动力与车重之比大于0.3时,可能发生侧翻。此外,研究还发现,驾驶员的反应通常相对于侧风刺激的开始延迟约0.25 s。
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引用次数: 1
The Vehicle Intention Recognition with Vehicle-Following Scene Based on Probabilistic Neural Networks 基于概率神经网络的车辆跟随场景的车辆意图识别
Pub Date : 2023-03-09 DOI: 10.3390/vehicles5010019
Kaixuan Chen, Guangqiang Wu
In the vehicle-following scenario of autonomous driving, the change of driving style in the front vehicle will directly affect the decision on the rear vehicle. In this paper, a strategy based on a probabilistic neural network (PNN) for front vehicle intention recognition is proposed, which enables the rear vehicle to obtain the driving intention of the front vehicle without communication between the two vehicles. First, real vehicle data with different intents are collected and time—frequency domain variables are extracted. Secondly, Principal Component Analysis (PCA) is performed on the variables in order to obtain comprehensive features. Meanwhile, two cases are classified according to whether the front vehicle can transmit data to the rear vehicle. Finally, two recognition models are trained separately according to a PNN algorithm, and the two models obtained from the training are verified separately. When the front vehicle can communicate with the rear vehicle, the recognition accuracy of the corresponding PNN model reaches 96.39% (simulation validation) and 95.08% (real vehicle validation). If it cannot, the recognition accuracy of the corresponding PNN model reaches 78.18% (simulation validation) and 73.74% (real vehicle validation).
在自动驾驶车辆跟随场景中,前车驾驶风格的变化将直接影响后车的决策。本文提出了一种基于概率神经网络(PNN)的前车意图识别策略,使后车无需与前车通信即可获得前车的驾驶意图。首先,采集不同意图的真实车辆数据,提取时频域变量;其次,对变量进行主成分分析(PCA),得到综合特征;同时,根据前车能否向后车传输数据,将两种情况进行分类。最后,根据PNN算法分别训练两个识别模型,并分别对训练得到的两个模型进行验证。当前车与后车能够通信时,相应的PNN模型识别准确率分别达到96.39%(仿真验证)和95.08%(实车验证)。如果不能,对应的PNN模型的识别准确率达到78.18%(仿真验证)和73.74%(实车验证)。
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引用次数: 0
Assessingthe Accessibility of Cycling Infrastructure for Wheelchair Users: Insights from an On-Road Experiment and Online Questionnaire Study 评估轮椅使用者骑行基础设施的可达性:来自道路实验和在线问卷研究的见解
Pub Date : 2023-03-02 DOI: 10.3390/vehicles5010018
Murad M. Shoman, H. Imine
In this paper, we pay significant attention to the most vulnerable road users (i.e., people with disabilities) when interacting with cyclists. The special needs of these groups are studied by distributing an online questionnaire about their perception and interaction with cyclists besides conducting an on-road experiment to test the possibility of sharing cycling infrastructure with wheelchair users. In an authentic case study, 2 cyclists and 5 wheelchair users were asked to ride their vehicles on a cycling lane in Madrid, in order to evaluate wheelchair users’ interaction with cyclists and reaction to the infrastructure by applying objective and subjective measures. The participants were provided with GPS, a speed sensor, and a head-mounted camera to record the experiment. The results show that people with disabilities feel threatened by cyclists who share the sidewalk with them; the respondents to the questionnaire suggested making the sidewalk free of cyclists to avoid conflict and improve safety. Moreover, the outputs of the experiment show positive feedback from wheelchair users when sharing cycling infrastructure regarding the improvement of speed and safety feeling. However, it is recommended to increase the number of wheelchair users to obtain more reliable and generalizable results.
在本文中,我们在与骑自行车的人互动时,特别关注最脆弱的道路使用者(即残疾人)。研究人员通过发放一份关于他们对骑自行车者的看法和互动的在线问卷,以及进行一项道路实验,以测试与轮椅使用者共享自行车基础设施的可能性,来研究这些群体的特殊需求。在一个真实的案例研究中,2名骑自行车者和5名轮椅使用者被要求在马德里的一条自行车道上骑他们的车,以便通过客观和主观的测量来评估轮椅使用者与骑自行车者的互动以及对基础设施的反应。为参与者提供了GPS,速度传感器和头戴式摄像机来记录实验。结果表明:残疾人对与自己共用人行道的骑车者感到威胁;调查问卷的受访者建议让人行道上没有骑自行车的人,以避免冲突,提高安全性。此外,实验结果表明,轮椅使用者在共享自行车基础设施时,对速度和安全感的提高有积极的反馈。然而,建议增加轮椅使用者的数量,以获得更可靠和可推广的结果。
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引用次数: 0
Does the Condition of the Road Markings Have a Direct Impact on the Performance of Machine Vision during the Day on Dry Roads? 道路标记的状况对机器视觉在白天干燥道路上的表现有直接影响吗?
Pub Date : 2023-02-24 DOI: 10.3390/vehicles5010016
Abdessamad El Krine, M. Redondin, Joffrey Girard, C. Heinkélé, Aude Stresser, V. Muzet
The forthcoming arrival of automated vehicles (AV) on the roads requires the re-evaluation or even adaptation of existing infrastructures as they are currently designed on the basis of human perception. Indeed, advanced driver-assistance systems (ADAS) do not necessarily have the same needs as drivers to detect road markings. One of the main challenges related to AV is the optimisation of the vehicle–infrastructure pair in order to guarantee the safety of all users. In this context, we compared the performance of a vehicle equipped with an ADAS machine-vision system with a dynamic retroreflectometer during the daytime on a road section. Our results questioned the reliability of the literature thresholds of the luminance contrast ratio on a dry road under sunny conditions. Despite the presence of old and worn road markings, the ADAS camera was able to detect the edge lines in more than 90% of the cases. The non-detections were not related to the poor condition of the markings but to the environmental conditions or the complexity of the infrastructure.
即将到来的自动驾驶汽车(AV)需要重新评估甚至调整现有的基础设施,因为它们目前是基于人类感知设计的。事实上,先进的驾驶员辅助系统(ADAS)并不一定像驾驶员那样需要检测道路标记。与自动驾驶相关的主要挑战之一是优化车辆-基础设施对,以保证所有用户的安全。在这种情况下,我们比较了一辆配备ADAS机器视觉系统的车辆与动态后向反射仪在白天在一段道路上的性能。我们的研究结果质疑了在阳光条件下干燥道路上亮度对比度的文献阈值的可靠性。尽管存在旧的和磨损的道路标记,但ADAS摄像机能够在90%以上的情况下检测到边缘线。未检测到与标记状况不佳无关,而是与环境条件或基础设施的复杂性有关。
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引用次数: 0
Enhanced Derivation of Customer-Specific Drive System Design Parameters with Time Frame-Based Maximum Load Analysis 基于时间框架的最大负载分析增强了客户特定驱动系统设计参数的推导
Pub Date : 2023-02-24 DOI: 10.3390/vehicles5010017
Raphael Mieth, Fabian Markschies, Ruixin Zhou, F. Gauterin, A. Stephan
Only a small part of the high performance of electric drive systems in vehicles is used in everyday operation by customers. As a result, most drives are not operated in the optimum efficiency range. Designing a suitable drive system, whose performance is aligned with actual customer requirements, presents the potential to increase efficiency. Based on the findings of previous research, this paper serves to complement an existing method, which already introduced the basic method of transferring statistical customer data into relevant parameters for the design of a customer-specific drive system. In order to improve the method, further criteria for the selection of relevant time series come into place. Furthermore, the impact on maximum loads resulting from various sequences of the selected time series is identified and evaluated with time frame-based analysis. A new approach for the effective computation of maximum design-relevant loads in the admissible time frame range is introduced and validated. By taking this approach, the sensitivity of the derived design parameters regarding various time series sequence is evaluated in the context of selected datasets. In addition, concatenations of time series are identified which may have a relevant influence on the maximum loads. Consequently, the design process is safeguarded thoroughly against potential maximum loads as well as the associated thermal stresses.
在车辆的高性能电力驱动系统中,只有一小部分被客户用于日常操作。因此,大多数驱动器不能在最佳效率范围内运行。设计一个合适的驱动系统,其性能与客户的实际需求相一致,有可能提高效率。在前人研究成果的基础上,本文对现有方法进行了补充,该方法已经介绍了将客户统计数据转化为客户特定驱动系统设计的相关参数的基本方法。为了改进该方法,进一步制定了选择相关时间序列的标准。此外,通过基于时间框架的分析,确定和评估了所选时间序列的各种序列对最大负载的影响。提出并验证了在允许时间范围内有效计算最大设计相关荷载的新方法。通过采用这种方法,在选定的数据集的背景下评估了推导出的设计参数对各种时间序列序列的敏感性。此外,确定了可能对最大荷载产生相关影响的时间序列的串联。因此,设计过程完全防止潜在的最大负载以及相关的热应力。
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引用次数: 0
Modelling and Simulating Automated Vehicular Functions in Critical Situations—Application of a Novel Accident Reconstruction Concept 关键情况下自动车辆功能的建模与仿真——一种新的事故重建概念的应用
Pub Date : 2023-02-19 DOI: 10.3390/vehicles5010015
Henrietta Lengyel, Shaiykbekova Maral, Sherkhan Kerebekov, Zsolt Szalay, Árpád Török
Our paper introduces new reconstruction techniques of real-life critical road traffic accidents focusing on highly automated functions. The investigation method presented here focuses on the effect of relevant control parameters and environmental factors following the concept of sensitivity analysis. Two reconstruction tools are applied, the choice depending on the relevant causal factor of the accidents. Our measurement proves that the technical parameters of the control process, like time to collision or braking pressure that affects user satisfaction directly, can significantly influence the probability of accident occurrence. Thus, it is reasonable to consider safety with an increased weight compared to the user experience when identifying these parameters’ values. On the other hand, the effects of the investigated environmental factors were also found to be significant. Accordingly, future ADAS applications need to consider the change of environmental factors in the case of increased risk level, and driver-mode should be adapted to the new situation.
本文以高度自动化的功能为重点,介绍了现实生活中关键道路交通事故的新重建技术。本文提出的调查方法遵循敏感性分析的概念,关注相关控制参数和环境因素的影响。应用了两种重建工具,选择取决于事故的相关因果因素。我们的测量证明,控制过程的技术参数,如碰撞时间或制动压力,直接影响用户满意度,可以显著影响事故发生的概率。因此,在确定这些参数值时,与用户体验相比,考虑安全性增加权重是合理的。另一方面,所调查的环境因素的影响也很显著。因此,未来的ADAS应用需要考虑在风险水平增加的情况下环境因素的变化,驾驶模式需要适应新的情况。
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引用次数: 0
Noise Reduction of Two-Speed Automatic Transmission for Pure Electric Vehicles 纯电动汽车双速自动变速器降噪研究
Pub Date : 2023-02-10 DOI: 10.3390/vehicles5010014
Zhaoyao Shi, Bo Liu, H. Yue, Xiaoxiao Wu, Shuhan Wang
At present, the noise of pure electric vehicles is a research hotspot, especially the noise of automatic transmission. In order to reduce the noise problem in the test, this paper proposes a method to optimize the local structure of the gearbox housing. First, the noise is evaluated and analyzed by combining subjective and objective methods, and the subjective score and noise order information are obtained. Then the factors that have great influence on the transmission error are explored, and the gearbox housing is finally determined as the optimization objective. Through finite element analysis, the weak position of the gearbox housing can be located quickly and accurately, and then the static and dynamic stiffness of the housing can be improved by adding and changing stiffeners. The simulation results show that the performance of the optimized housing is significantly improved. After the noise test of the whole vehicle, the noise of the two-speed automatic transmission is significantly reduced, and the subjective evaluation results are good.
目前,纯电动汽车噪声问题是一个研究热点,尤其是自动变速器噪声问题。为了降低试验中的噪声问题,本文提出了一种对齿轮箱壳体局部结构进行优化的方法。首先,采用主客观相结合的方法对噪声进行评价和分析,得到主观评分和噪声阶数信息;然后对影响传动误差较大的因素进行了探讨,最终确定齿轮箱壳为优化目标。通过有限元分析,可以快速准确地定位齿轮箱箱体的薄弱位置,然后通过增加和改变加劲筋来提高箱体的静、动刚度。仿真结果表明,优化后的壳体性能得到了显著提高。经过整车噪声测试,双速自动变速器噪声明显降低,主观评价结果良好。
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引用次数: 0
Vehicle Dynamics and Train-Induced Ground Vibration—Theoretical Analyses and Simultaneous Vehicle, Track, and Soil Measurements 车辆动力学和火车引起的地面振动——理论分析和同时进行的车辆、轨道和土壤测量
Pub Date : 2023-02-08 DOI: 10.3390/vehicles5010013
L. Auersch
Ground vibrations near railway lines are generated by the forces that are acting between wheel and rail. It seems to be a straight forward assumption that the vehicle dynamics are important for the level and the frequencies of the excitation forces. Different vehicle dynamics phenomena are analysed for their role in the excitation of ground vibrations: rigid body modes of the bogies, elastic (bending) modes of the car body, and elastic modes of the wheelset. The theoretical analyses use rigid body models, simplified elastic models, and detailed elastic models. Some of these problems are vehicle–track interaction problems where 3D finite-element boundary-element models have been used for the track and soil. It is shown that the rigid or flexible vehicle modes are well in the frequency range of ground vibrations (4 to 100 Hz). They have an influence on the excitation force but the additional forces are rather small and can be neglected in ground vibration prediction. The theoretical results are checked by experimental results of a simultaneous measurement of vehicle, track, and ground vibrations.
铁路附近的地面振动是由轮轨之间的作用力产生的。这似乎是一个直截了当的假设,即车辆动力学对激励力的水平和频率很重要。分析了不同的车辆动力学现象对地面振动的激励作用:转向架的刚体模式、车身的弹性(弯曲)模式和轮对的弹性模式。理论分析采用刚体模型、简化弹性模型和详细弹性模型。其中一些问题是车辆-轨道相互作用问题,其中三维有限元边界元模型已被用于轨道和土壤。结果表明,刚性或柔性车辆模式在地面振动频率范围内(4 ~ 100 Hz)表现良好。它们对激振力有影响,但附加力很小,在地面振动预测中可以忽略不计。通过同时测量车辆、轨道和地面振动的实验结果验证了理论结果。
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引用次数: 1
Static Model-Based Optimization and Multi-Input Optimal Control of Automatic Transmission Upshift during Inertia Phase 基于静态模型的自动变速器惯性阶段升挡优化及多输入最优控制
Pub Date : 2023-02-07 DOI: 10.3390/vehicles5010011
Ivan Cvok, J. Deur, Mislav Hihlik, Yijing Zhang, V. Ivanovic, Y. Fujii
Step-ratio automatic transmission upshift performance can be improved by modulating the off-going (OFG) clutch during the inertia phase. In this paper, a static powertrain performance model is derived and applied for the purpose of numerically efficient, multi-objective shift control parameter optimization for the inertia phase. The optimization is aimed at finding the optimal node parameters for simplified, piecewise linear, open-loop profiles of oncoming (ONC) clutch, OFG clutch, and engine torque reduction control variables. The performance indices, i.e., the optimization objectives, include shift comfort, clutch thermal loss, and shift time. The optimization results in 3D Pareto optimal frontiers, which are then analyzed and compared with those obtained by using the previously developed, nonlinear model-based, genetic algorithm optimization tool. The derived method is employed in order to develop a static model-based predictive control (S-MPC) strategy, which commands ONC clutch torque control input while retaining open-loop controls for engine and OFG clutch control inputs. The S-MPC strategy aims at providing the prespecified shift time, while the shift time accuracy is relaxed to some extent by using a control input dead zone element to avoid chattering effect. The S-MPC system performance is verified through simulation and compared with the genetic algorithm benchmark. The simulation results demonstrate that the S-MPC strategy approaches the benchmark performance.
通过在惯性阶段对脱挡离合器进行调节,可以提高步进比自动变速器的升挡性能。本文建立了静态动力系统性能模型,并应用该模型对惯性相位进行了数值高效的多目标变速控制参数优化。优化的目的是为迎面车(ONC)离合器、OFG离合器和发动机减矩控制变量的简化、分段线性、开环剖面找到最优节点参数。性能指标包括换挡舒适性、离合器热损失和换挡时间,即优化目标。将三维Pareto最优边界的优化结果与先前开发的基于非线性模型的遗传算法优化工具进行分析和比较。该方法用于开发基于静态模型的预测控制(S-MPC)策略,该策略在保留发动机和OFG离合器开环控制输入的同时,命令ONC离合器转矩控制输入。S-MPC策略旨在提供预先设定的移位时间,同时通过使用控制输入死区元件来避免抖振效应,在一定程度上放宽了移位时间的精度。通过仿真验证了S-MPC系统的性能,并与遗传算法基准进行了比较。仿真结果表明,S-MPC策略接近基准性能。
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引用次数: 1
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IEEE Intelligent Vehicles Symposium. IEEE Intelligent Vehicles Symposium
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