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Drivable path detection based on image fusion for unmanned ground vehicles 基于图像融合的无人地面车辆行驶路径检测
Q4 Engineering Pub Date : 2019-05-17 DOI: 10.1504/IJVAS.2019.10021435
D. Chandy, Biji Yohannan, A. Christinal, Riju Ghosh
Autonomous vehicles are used for a range of tasks, such as automated highway driving, transporting work, etc. These vehicles are used both in structured and unstructured environments. This work presents an effective method for path detection using statistical texture features extracted from fused LIDAR sensor and visual camera images. An edge-based feature detection approach is adopted for image registration. The Grey Level Co-occurrence Matrix (GLCM)-based texture features are extracted from the fused image. Classification performance of K-NN and Support Vector Machine (SVM) classifiers are analysed in this work. For experimentation, the data available in Ford Campus Vision data set are used. The results of this new approach are very promising for path detection problem of unmanned ground vehicles.
自动驾驶汽车用于一系列任务,如自动高速公路驾驶、运输工作等。这些工具可以在结构化和非结构化环境中使用。本文提出了一种有效的路径检测方法,该方法利用融合LIDAR传感器和视觉相机图像提取统计纹理特征。采用基于边缘的特征检测方法进行图像配准。从融合图像中提取基于灰度共生矩阵的纹理特征。本文分析了K-NN和支持向量机分类器的分类性能。为了进行实验,使用了福特校园视觉数据集中的数据。该方法对地面无人驾驶车辆的路径检测问题具有很好的应用前景。
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引用次数: 1
Path planning and re-planning of lane change manoeuvres in dynamic traffic environments 动态交通环境中变道机动的路径规划和重新规划
Q4 Engineering Pub Date : 2019-05-17 DOI: 10.1504/IJVAS.2019.10021434
A. Norouzi, R. Kazemi, Omid Reza Abbassi
Automatic lane change is of utmost importance in designing autonomous vehicles and driver assistant systems. In this study, a novel path for lane change manoeuvres, based on mathematical functions, is introduced. To obtain a suitable path for lane change manoeuvres, four functions, namely quintic, septic, sinusoidal, and tangent functions, were examined. The analysis revealed that, according to the ISO Standards and peak acceleration criterion, a quintic function has the advantage of passenger comfort over other path functions. After choosing the appropriate path, an algorithm for re-planning the lane change path, based on dynamic traffic conditions, was proposed. The simulation results show that the proposed algorithm is capable of designing the path in various traffic conditions. Moreover, the algorithm can navigate the vehicle to the initial lane, if the manoeuvre is not possible. Our analytical results showed that the designed paths are suitable, comfortable, and safe.
自动变道在设计自动驾驶汽车和驾驶员辅助系统中至关重要。在本研究中,介绍了一种基于数学函数的变道操纵新路径。为了获得合适的变道操纵路径,研究了四个函数,即五次函数、化粪池函数、正弦函数和正切函数。分析表明,根据ISO标准和峰值加速度标准,五次函数在乘客舒适性方面优于其他路径函数。在选择合适的路径后,提出了一种基于动态交通条件的变道路径重新规划算法。仿真结果表明,该算法能够在各种交通条件下进行路径设计。此外,如果无法操纵,该算法可以将车辆导航到初始车道。我们的分析结果表明,设计的路径是合适的、舒适的和安全的。
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引用次数: 6
ADAS multi-sensor fusion system-based security and energy optimisation for an electric vehicle 基于ADAS多传感器融合系统的电动汽车安全与能源优化
Q4 Engineering Pub Date : 2019-01-01 DOI: 10.1504/ijvas.2019.10024254
A. Cabani, R. Khemmar, J. Ertaud, R. Rossi, X. Savatier
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引用次数: 1
Socio-realistic optimal path planning for indoor realtime autonomous mobile robot navigation 室内实时自主移动机器人导航的社会现实最优路径规划
Q4 Engineering Pub Date : 2019-01-01 DOI: 10.1504/IJVAS.2019.10021918
M. Murugan, B. Rani, Rahul S. Pol
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引用次数: 1
Quadrotor attitude and position fuzzy control using linearised inverted moment matrix 利用线性化倒矩矩阵的四旋翼飞行器姿态和位置模糊控制
Q4 Engineering Pub Date : 2019-01-01 DOI: 10.1504/ijvas.2019.10024253
Abdul Gahfoor Al Shehabi
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引用次数: 0
Internal-model control of vehicle chassis based on wavelet-network dynamic inversion method 基于小波网络动态反演方法的汽车底盘内模控制
Q4 Engineering Pub Date : 2018-11-14 DOI: 10.1504/IJVAS.2018.10017221
Guang Xia, Yangying Hua, Xiwen Tang, Linfeng Zhao, Wuwei Chen
An internal-model control strategy of vehicle chassis system is proposed based on wavelet-network dynamic inversion method, to eliminate the coupling effect among the chassis subsystems. By analysing the chassis system reversibility, the paired relationship of the input and output variables is determined. Then, a wavelet-network dynamic inversion model of vehicle chassis system is obtained and connected in series with the original system. The chassis system is decoupled into three independent pseudo-linear systems, and decoupling between the control loops of vehicle chassis system is realised. An internal-model controller is designed to improve the system response. Further, a simulation and a driver-in-loop test using LabVIEW PXI and veDYNA are conducted to verify the control strategy efficacy. The results show that the proposed control strategy can eliminate the interference and coupling between the active front-wheel steering, direct yaw-moment control, and active suspension system, and improve the vehicle handling and status tracking stability.
为了消除底盘子系统之间的耦合效应,提出了一种基于小波网络动态反演方法的汽车底盘系统内模控制策略。通过对底盘系统可逆性的分析,确定了输入、输出变量的成对关系。然后,建立了汽车底盘系统的小波网络动态反演模型,并与原系统串联。将底盘系统解耦为三个独立的伪线性系统,实现了车辆底盘系统控制回路的解耦。设计了内模控制器来改善系统的响应。最后,利用LabVIEW PXI和veDYNA进行了仿真和驱动环测试,验证了控制策略的有效性。结果表明,该控制策略能够消除主动前轮转向、直接偏航力矩控制和主动悬架系统之间的干扰和耦合,提高车辆的操纵稳定性和状态跟踪稳定性。
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引用次数: 3
Emerging security concerns for smart vehicles and proposed IoT solutions 智能汽车新出现的安全问题和拟议的物联网解决方案
Q4 Engineering Pub Date : 2018-11-14 DOI: 10.1504/IJVAS.2018.10017219
G. I. Aswath, S. K. Vasudevan, R. Sundaram
Automobiles are getting more and more sophisticated with many features these days. With growth and availability of internet, much more value addition can be brought in. But, mostly, all the rich and safety features are part of the luxury and high-end cars. Or, it needs additional cost to incorporate these features. For a lower end car, these features still remain unreachable. In this research, we have come up with features at a very affordable cost for all the variants of the cars. Our system includes safety features, theft alert, panic alerts, driver behaviour monitoring, fuel leakage detection, etc., all in one unit. The system is tested for its functioning and is found to be effective under various operating conditions.
如今,汽车变得越来越复杂,具有许多功能。随着互联网的发展和普及,可以带来更多的附加值。但是,大多数情况下,所有的丰富和安全功能都是豪华和高端汽车的一部分。或者,它需要额外的成本来整合这些功能。对于低端汽车来说,这些功能仍然遥不可及。在这项研究中,我们已经为所有的汽车变种提供了非常实惠的价格。我们的系统包括安全功能,盗窃警报,恐慌警报,驾驶员行为监控,燃油泄漏检测等,所有这些都在一个单元中。对该系统进行了功能测试,发现在各种操作条件下都是有效的。
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引用次数: 11
A review on threat assessment, path planning and path tracking strategies for collision avoidance systems of autonomous vehicles 自动驾驶汽车避碰系统的威胁评估、路径规划和路径跟踪策略综述
Q4 Engineering Pub Date : 2018-11-14 DOI: 10.1504/IJVAS.2018.10017220
U. Hamid, Yuichi Saito, H. Zamzuri, Mohd Azizi Abdul Rahman, P. Raksincharoensak
The growth of automation sector has brought numerous autonomous technology developments in many sectors, especially automotive. The autonomous features are proven to be helpful in reducing road fatalities globally. Advanced Driver Assistance Systems (ADAS), a system which helps the driving process automation, has growing roles in recent road vehicle features. It is the base for the development of a fully autonomous vehicle. One of the main features of ADAS is Collision Avoidance (CA) system. A sufficient CA architecture usually encompasses threat assessment, path planning and path tracking strategies. There are many ways of developing precise CA architecture using the combination of these strategies. This paper aims to review current available methods for CA as an introductory idea for researchers who are new to this field. Each of the methods in each strategy is categorised into several groups. Their advantages and drawbacks are discussed. In addition to that, several improvement suggestions for a comprehensive CA system were highlighted.
自动化行业的发展为许多行业带来了许多自主技术的发展,尤其是汽车行业。自动驾驶功能已被证明有助于减少全球道路死亡人数。高级驾驶员辅助系统(ADAS)是一种帮助驾驶过程自动化的系统,在最近的道路车辆功能中发挥着越来越大的作用。它是开发全自动驾驶汽车的基础。ADAS的主要特点之一是防撞系统。一个足够的CA体系结构通常包括威胁评估、路径规划和路径跟踪策略。有许多方法可以使用这些策略的组合来开发精确的CA体系结构。本文旨在回顾当前可用的CA方法,作为该领域新研究人员的入门思想。每种策略中的每种方法都被分为几个组。讨论了它们的优点和缺点。除此之外,还强调了对全面CA系统的几项改进建议。
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引用次数: 33
Lyapunov stability-based optimal control of following vehicles on a highway 基于Lyapunov稳定性的公路跟车最优控制
Q4 Engineering Pub Date : 2018-11-14 DOI: 10.1504/IJVAS.2018.096158
A. Yahiaoui
The application of modern control methods to automated driving of following vehicles on a highway can make the advanced transportation systems much more safe and efficient. This paper focuses on a computational approach to optimal control and stability analysis of the adjacent vehicles following in a single traffic lane of a highway in order to ensure the functional safety and assistance of automated driving systems. These vehicles are entirely automated as they have the ability to follow a line path at a high speed and reduce the distance that separates them while adjusting their responses automatically without intervention from humans (i.e. drivers). To meet such requirements for driving safety, this paper explores a new approach to string stability of following vehicles that travel in a straight line of a highway, using optimal control and Lyapunov stability theories. Consequently, sufficient conditions for string stability of a vehicle traffic using continuous-time Lyapunov function and matrix Riccati equation are presented. The search for a quadratic Lyapunov function is then formulated as a convex optimisation problem in terms of a linear invariant system towards a quadratic optimal criterion. The analysis of these methods for minimising the performance criterion is also given. Finally, the paper ends with a conclusion and perspective for future work.
将现代控制方法应用于高速公路上跟随车辆的自动驾驶可以使先进的交通系统更加安全和高效。为了确保自动驾驶系统的功能安全和辅助,本文重点研究了一种计算方法,对高速公路单车道上相邻车辆的跟随进行最优控制和稳定性分析。这些车辆是完全自动化的,因为它们能够高速沿着线路行驶,并缩短它们之间的距离,同时在没有人类(即驾驶员)干预的情况下自动调整它们的反应。为了满足驾驶安全的要求,本文利用最优控制和李雅普诺夫稳定性理论,探索了一种新的方法来研究在高速公路直线上行驶的跟随车辆的串稳定性。因此,利用连续时间李雅普诺夫函数和矩阵Riccati方程,给出了车辆交通串稳定的充分条件。然后,根据线性不变系统的二次最优准则,将二次李雅普诺夫函数的搜索公式化为凸优化问题。对这些最小化性能标准的方法也进行了分析。最后,本文对未来的工作进行了总结和展望。
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引用次数: 0
Real-time path planning module for autonomous vehicles in cluttered environment using a 3D camera 使用3D相机的自动驾驶汽车在杂乱环境中的实时路径规划模块
Q4 Engineering Pub Date : 2018-07-09 DOI: 10.1504/IJVAS.2018.10014269
S. Francis, S. Anavatti, M. Garratt
This paper is concerned with the real-time path planning of AGVs in a cluttered environment. In order to perform real-time operations with limited processing resources, an efficient path-planning algorithm and identification of the obstacles by a single sensor are presented. For an AGV, path planning in a cluttered environment is a challenging task owing to its lack of information about the surroundings and its need to re-plan its path quickly whenever it senses obstacles nearby. Therefore, an efficient path-planning algorithm that offers an AGV sufficient time to re-plan its path to avoid moving obstacles is proposed and, to measure its computational efficacy, its time complexity is considered. In real-time experimentation of autonomous path-planning, AGV relies completely on perception system to sense the immediate environment and avoid obstacles when it traverses towards the goal. As the Time-of-Flight (ToF)-based PMD (Photonic Mixer Device) three dimensional (3D) sensor can provide range and intensity data at low computational cost, it is utilised as a single proprioceptive sensor to detect static and dynamic obstacles.
本文研究了AGV在杂乱环境中的实时路径规划。为了在有限的处理资源下执行实时操作,提出了一种有效的路径规划算法和通过单个传感器识别障碍物。对于AGV来说,在杂乱的环境中进行路径规划是一项具有挑战性的任务,因为它缺乏关于周围环境的信息,并且每当它感觉到附近有障碍物时,就需要快速重新规划路径。因此,提出了一种有效的路径规划算法,该算法为AGV提供了足够的时间来重新规划其路径以避免移动障碍物,并且为了衡量其计算效率,考虑了其时间复杂性。在自主路径规划的实时实验中,AGV完全依靠感知系统来感知周围环境,并在向目标行进时避开障碍物。由于基于飞行时间(ToF)的PMD(光子混合器设备)三维(3D)传感器可以以低计算成本提供范围和强度数据,因此它被用作单个本体感觉传感器来检测静态和动态障碍物。
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引用次数: 6
期刊
International Journal of Vehicle Autonomous Systems
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