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Understanding the spatial patterns of tanker accidents in Nigeria using geographically weighted regression 利用地理加权回归分析尼日利亚油轮事故的空间格局
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/IJVS.2018.10014088
M. Olawole, O. M. Olapoju
Road traffic accidents involving tankers are important causes of death and injury in Nigeria. This study examined spatial patterns and possible determinants of tanker accidents in Nigeria. Secondary data on tanker accidents for the year 2007 to 2010 and other relevant data were sourced from the databases of the Federal Road Safety Commissions of Nigeria and National Bureau of Statistics. The spatial patterns of tanker accidents were mapped using Global and local Moran's I statistics. The data were also subjected to Ordinary Least Square and Geographically Weighted Regression techniques. Findings indicated that tanker accidents vary by state and also revealed an upward trend in the occurrence of tanker accidents. The local Moran's I indicate persistent clustering of tanker accidents in two states throughout the study periods. Factors influencing the patterns of tanker accidents in the country were identified. The study recommends strategies for the avoidance of tanker accidents in Nigeria.
涉及油罐车的道路交通事故是尼日利亚伤亡的重要原因。这项研究考察了尼日利亚油轮事故的空间模式和可能的决定因素。2007年至2010年油罐车事故的次要数据和其他相关数据来自尼日利亚联邦道路安全委员会和国家统计局的数据库。油轮事故的空间模式是使用全球和当地Moran’s I统计数据绘制的。数据还采用了普通最小二乘法和地理加权回归法。调查结果表明,油轮事故因州而异,油轮事故的发生率也呈上升趋势。当地的Moran’s I表明,在整个研究期间,两个州的油轮事故持续聚集。确定了影响该国油轮事故模式的因素。该研究建议了在尼日利亚避免油轮事故的策略。
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引用次数: 2
Can electroencephalography improve road safety? An EEG-based study of driver's perception of traffic light signals in a virtual environment 脑电图能改善道路安全吗?虚拟环境中驾驶员对交通信号灯感知的脑电图研究
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/IJVS.2018.10014108
Md Reshad Ul Hoque, Gleb V. Tcheslavski
Virtual traffic light environment was simulated by exposing the test subject to images of traffic lights to study his cognitive responses. Electroencephalogram (EEG) was collected from a driver in this environment, pre-processed and decomposed into EEG rhythms with wavelet transform. Epochs related to individual visual stimuli were extracted. Minimum and maximum values, standard deviation, skewness, kurtosis, and variance were used as feature vectors for classification with K-nearest neighbour (KNN) and neural network classifiers to discriminate between different traffic light colours. Classification accuracy was 84.05% and 86.94% for KNN and NN classifiers respectively, while the highest performance was observed for images of yellow lights. We conclude that drivers may perceive different traffic lights differently and that their perception results in distinct neurological activities reflected in EEG. Therefore, EEG-based detection of traffic lights may be possible that may be implemented in future automotive BCI systems expanding cars' assistive driving capabilities.
通过将被试暴露在交通信号灯图像中,模拟虚拟交通信号灯环境,研究被试的认知反应。采集驾驶员在该环境下的脑电图,用小波变换对其进行预处理并分解为脑电节律。提取与个体视觉刺激相关的epoch。使用最小值和最大值、标准差、偏度、峰度和方差作为特征向量,使用k近邻(KNN)和神经网络分类器进行分类,以区分不同的交通灯颜色。KNN和NN分类器的分类准确率分别为84.05%和86.94%,其中黄色灯光图像的分类准确率最高。我们的结论是,驾驶员可能对不同的交通信号灯有不同的感知,并且他们的感知导致不同的神经活动,反映在脑电图上。因此,基于脑电图的交通灯检测可能会在未来的汽车BCI系统中实现,从而扩展汽车的辅助驾驶能力。
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引用次数: 2
Robust real-time driver drowsiness detection based on image processing and feature extraction methods 基于图像处理和特征提取方法的鲁棒实时驾驶员困倦检测
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/IJVS.2018.10014068
Maryam Keyvanara, N. Salehi, A. Monadjemi
Recently, the human lifestyle has strongly been affected by the novel technological equipment. The applications of Artificial Intelligence are widely being utilised to improve the performance and quality of the modern life. One of the important applications of these techniques is to seek to improve public safety, including the safety of driving. The statistics indicate that the mortality of car accidents yearly constitutes a significant proportion of the overall deaths. A number of strategies have been studied to materialise driver drowsiness detection systems. One of the best strategies relies on image processing and computer vision methods. In this paper, a novel real-time method for driver drowsiness detection is presented. This method uses Haar wavelet-based features for face detection. The eye state determination has been performed using PCA feature extraction along with an SVM classifier. The proposed method has been implemented and tested on a real-time ARM based embedded system, with a camera installed in front of the driver. Results show that the presented intelligent system has a high detection accuracy, compared to the methods presented thus far, on the standard datasets such as BioID and RS-DMV.
最近,人类的生活方式受到新型技术设备的强烈影响。人工智能的应用正被广泛用于提高现代生活的性能和质量。这些技术的重要应用之一是寻求改善公共安全,包括驾驶安全。统计数据表明,每年车祸死亡率在总死亡人数中占很大比例。已经研究了许多策略来实现驾驶员嗜睡检测系统。最佳策略之一依赖于图像处理和计算机视觉方法。本文提出了一种新的驾驶员睡意实时检测方法。该方法使用基于Haar小波的特征进行人脸检测。已经使用PCA特征提取以及SVM分类器来执行眼睛状态确定。所提出的方法已经在基于ARM的实时嵌入式系统上实现并测试,该系统在驱动器前面安装了一个摄像头。结果表明,与迄今为止提出的方法相比,在BioID和RS-DMV等标准数据集上,所提出的智能系统具有较高的检测精度。
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引用次数: 2
Design and analysis of an impact energy absorbing steering system 冲击吸能转向系统的设计与分析
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/IJVS.2018.10014110
M. Patil, V. Galgali
In a country that continues to hold the record for high road deaths every year, it is important to have reliable safety system in vehicles which is an absolutely crucial pre-requisite for driver safety. The latest tests, conducted by Global NCAP (New Car Assessment Program), showed that in an accident, most budget cars would leave the driver with possible life-threatening injuries. For such cars with insufficient or unreliable safety devices, this paper deals with the design of an impact absorbing steering column, used to achieve controlled deceleration of a restrained/unrestrained occupant to reduce the impact forces and thus reducing the chances of fatal injuries.
在一个每年继续保持高道路死亡记录的国家,重要的是在车辆中拥有可靠的安全系统,这是驾驶员安全的绝对关键先决条件。由全球新车评估计划(Global NCAP)进行的最新测试显示,在事故中,大多数廉价车可能会给司机造成危及生命的伤害。对于安全装置不足或不可靠的汽车,本文研究了减震转向柱的设计,用于实现有约束/无约束乘员的可控减速,以减少冲击力,从而减少致命伤害的机会。
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引用次数: 0
A preliminary study to optimise safety conditions on a freight urban robotic vehicle 优化城市货运机器人车辆安全条件的初步研究
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/ijvs.2018.10014067
G. G. Muscolo, Giorgio Moregola, R. Molfino
The paper presents a new concept architecture of light duty fully electric vehicle for efficient sustainable urban freight transport which allows the movement of two Euro Pallets 800 × 1200 mm (or boxes with similar bottom part). Active suspensions of the vehicle have been designed in order to adapt their stiffness to the payload on board and to modify the chassis height during loading-unloading tasks. In this paper, a preliminary study to optimise safety conditions on goods on board of the vehicle, and on people near the vehicle is presented. In order to guarantee safety conditions for the vehicle's driver and city areas where the vehicle should be moved, design optimisations on the chassis have been developed. These optimisations have been compared using computational analysis. Two alternative solutions have been proposed and one of the presented results has been included on the real vehicle.
本文提出了一种用于高效可持续城市货运的轻型全电动汽车的新概念架构,该架构允许两个800×1200mm的欧洲托盘(或底部相似的箱子)移动。车辆的主动悬架已被设计为使其刚度适应车载有效载荷,并在装载-卸载任务期间修改底盘高度。在本文中,对优化车上货物和车辆附近人员的安全条件进行了初步研究。为了保证车辆驾驶员和应移动车辆的城市区域的安全条件,对底盘进行了设计优化。使用计算分析对这些优化进行了比较。提出了两种替代解决方案,其中一种结果已包含在实际车辆中。
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引用次数: 2
Crashworthiness optimal design of a new extruded octagonal multi-cell tube under dynamic axial impact 一种新型挤压八角形多孔管轴向动态冲击的耐撞性优化设计
Q4 Engineering Pub Date : 2018-07-06 DOI: 10.1504/IJVS.2018.10014087
Zhonghao Bai, K. Sun, F. Zhu, Libo Cao, Jun Hu, C. Chou, Binhui Jiang
A new extruded octagonal multi-cell tubular energy absorber is developed for improving and enhancing the vehicle crashworthiness. A combined experimental and numerical study is conducted to further assess its performance. In this study, a sled impact test is first performed to investigate the structural response of an octagonal multi-cell tube, and the test data are then used to validate the FE tube model. Using this FE tube model, the effect of key geometric parameters on the structural crashworthiness is analysed in detail. It is found that the number of webs along the circumferential direction, the size of inner tube and wall thicknesses of outer tube, web and inner tube have significant effects on crashworthiness of the energy absorber mentioned above. Based on the parametric study, multi-objective optimisation is subsequently performed to further improve its energy absorption efficiency. These findings can provide valuable guidelines for designing such new types of energy absorber under dynamic axial impact.
为了改善和提高汽车的耐撞性,研制了一种新型挤压八边形多单元管状吸能器。为了进一步评估其性能,进行了实验和数值相结合的研究。在本研究中,首先进行了雪橇冲击试验,以研究八边形多单元管的结构响应,然后使用试验数据来验证有限元管模型。利用该有限元管模型,详细分析了关键几何参数对结构耐撞性的影响。研究发现,沿周向的腹板数量、内管尺寸以及外管、腹板和内管的壁厚对上述能量吸收器的耐撞性有显著影响。基于参数研究,随后进行多目标优化,以进一步提高其能量吸收效率。这些发现可以为在动态轴向冲击下设计这种新型能量吸收器提供有价值的指导。
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引用次数: 6
Performance optimisation of disc brake system using Taguchi approach 盘式制动系统性能优化的田口方法
Q4 Engineering Pub Date : 2018-01-01 DOI: 10.1504/IJVS.2018.10018891
N. Kharate, R. Pawar, R. Deshmukh
The performance of the disc brake system basically depends on geometric parameters and operating parameters. The aim of this research is to optimise the operating parameters of the disc brake system to improve the performance, durability and robustness of the brake system. Operating parameters such as braking pressure, rotational speed and load with four levels each are considered as input parameters and braking time as a response parameter. A standard design of experiments (DOE) by Taguchi method is applied to evaluate the main and interactive effect on the performance. The S-N ratio graph describes the significant effect of each parameter on the brake performance and suggests its optimal level for better performance. Multiple linear regression equation describes the satisfactory correlation between the experimental and computed values which proves the realism of the results.
盘式制动系统的性能主要取决于几何参数和操作参数。本研究的目的是优化盘式制动系统的操作参数,以提高制动系统的性能、耐久性和稳健性。将制动压力、转速、载荷等四个等级的运行参数作为输入参数,制动时间作为响应参数。采用田口法的标准试验设计(DOE)来评价对性能的主要影响和交互影响。S-N比图描述了每个参数对制动性能的显著影响,并建议其最佳水平以获得更好的性能。多元线性回归方程描述了实验值与计算值之间令人满意的相关性,证明了结果的真实性。
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引用次数: 1
Effectiveness of vehicle passive safety systems in lateral fixed-object collisions 车辆被动安全系统在横向固定物体碰撞中的有效性
Q4 Engineering Pub Date : 2018-01-01 DOI: 10.1504/IJVS.2018.10018888
Luke Gaylor, M. Junge, S. Abanteriba
Lateral impacts with narrow objects subject the side of the vehicle to highly concentrated loading. Passive safety systems such as thoracic and head side airbags attempt to prevent injury during the given impact. The aim of the research is to evaluate the real-world effectiveness of the airbags systems by reviewing NASS-CDS data. The risk of injury is directly compared for vehicles with and without the deployed airbags. A total of 209 raw events (60,794 weighted) were obtained, of which 38 (2784 weighted) vehicles provided additional thoracic protection with the airbag and 28 (2450 weighted) had a head airbag deploy. The results indicated a strong protective ability of the head side airbags to prevent injury. On the other hand, no distinctive benefit could be attributed to the deployed thoracic airbags.
与窄物体的横向碰撞使车辆侧面受到高度集中的载荷。被动安全系统,如胸部和头部侧安全气囊,试图在给定的冲击中防止受伤。该研究的目的是通过审查NASS-CDS数据来评估安全气囊系统在现实世界中的有效性。受伤的风险直接比较车辆与没有展开的安全气囊。总共获得了209个原始事件(60,794个加权),其中38个(2784个加权)车辆配备了额外的胸部安全气囊,28个(2450个加权)车辆配备了头部安全气囊。结果表明,头部侧气囊具有较强的防伤保护能力。另一方面,没有明显的好处可以归因于展开胸部安全气囊。
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引用次数: 1
Pedestrian injury severity in the event of a collision with a truck: are energy absorbing adaptive deformable fronts suitable? 与卡车相撞时行人受伤的严重程度:能量吸收自适应可变形前部是否合适?
Q4 Engineering Pub Date : 2018-01-01 DOI: 10.1504/IJVS.2018.10018890
Sudeshna Mitra, N. Mitra, K. Lakshminarayana
It is well known that adaptive deformable fronts attached to trucks reduce pedestrian injury. However, the suitability of these frontal attachment devices from a holistic point of view, considering both primary and secondary impacts, is questioned in this paper. Using head-injury-criteria index, the effects of pedestrian gait and different closing speeds are considered for evaluation of numerous truck-pedestrian side and rear impact situations. Numerical simulations, considering coupled rigid and deformable-body dynamics, have been carried out in this paper to arrive at conclusions. For primary side impact scenario DEA frontal attachment provides a performance improvement specifically for 0% gait; however, the performance improvement is non-uniform for other gait cycles. For primary rear impact scenarios, it is observed that DEA is not a useful alternative at all. For secondary collision scenarios (involving both side and rear impacts) DEA is not at all an effective means for performance improvement.
众所周知,附着在卡车上的自适应变形车头可以减少对行人的伤害。然而,从整体的角度来看,考虑到主要和次要的影响,这些正面附着装置的适用性在本文中受到质疑。利用头部损伤标准指数,考虑行人步态和不同的接近速度对多种卡车-行人侧面和后部碰撞情况的影响。本文在考虑刚体和变形体耦合动力学的情况下进行了数值模拟,得出了结论。对于主要的侧面碰撞场景,DEA正面附着提供了0%步态的性能改进;然而,其他步态周期的性能改善并不均匀。对于主要的后部碰撞场景,我们观察到DEA根本不是一个有用的替代方案。对于二次碰撞场景(包括侧面和后部碰撞),DEA根本不是提高性能的有效手段。
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引用次数: 0
Development of a simple motorcyclist helmet finite element model 一个简单的摩托车头盔有限元模型的开发
Q4 Engineering Pub Date : 2018-01-01 DOI: 10.1504/IJVS.2018.097720
Ludk Hyník, Tomasz Bokowski, Wenle Lv
Motorcycle riders belong to the group of so-called vulnerable road users, for whom protection against an impact is an important issue due to the multi-directional loading and the complex kinematics after the impact. Virtual biomechanical human body models play an important role to assess injuries, especially for such complex scenarios. The major motorcycle riders' personal protective equipment is the helmet. Several authors developed their own helmet model taking into account various helmet details. The presented work concerns a simple finite element helmet model development and validation according to the ECE Regulation 22.05. The helmet is validated in several impact scenarios coupling the headform impactor to the helmet and throwing it to the defined anvils. The advantage of the developed helmet is the low calculation time step by fulfilling the regulation. It can be coupled to the human body model easily without decreasing the global calculation time step.
摩托车驾驶员属于所谓的弱势道路使用者群体,由于其多方向载荷和碰撞后复杂的运动学,对其进行碰撞防护是一个重要的问题。虚拟生物力学人体模型在损伤评估中发挥着重要作用,特别是在这种复杂的情况下。摩托车手的主要个人防护装备是头盔。几位作者考虑到各种头盔细节,开发了自己的头盔模型。所提出的工作涉及一个简单的有限元头盔模型的开发和验证,根据欧洲经委会法规22.05。头盔在几个碰撞场景中进行了验证,将头部撞击器耦合到头盔上并将其投掷到定义的砧上。该头盔的优点是在满足规定的情况下计算时间短。在不降低全局计算时间步长的情况下,可以很容易地与人体模型进行耦合。
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引用次数: 4
期刊
International Journal of Vehicle Safety
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