Study on Perception and Communication Systems for Safety of Vulnerable Road Users

Pierre Merdrignac, O. Shagdar, I. B. Jemaa, F. Nashashibi
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引用次数: 18

Abstract

The existing R&D efforts for protecting vulnerable road users (VRU) are mainly based on perception techniques, which aim to detect VRUs utilizing vehicle embedded sensors. The efficiency of such a technique is largely affected by the sensor's visibility condition. Vehicle-to-Pedestrian (V2P) communication can also contribute to the VRU safety by allowing vehicles and pedestrians to exchange information. This solution is, however, largely affected by the reliability of the exchanged information, which most generally is the GPS data. Since perception and communication have complementary features, we can expect that a combination of such approaches can be a solution to the VRU safety. This is the motivation of the current work. We develop theoretical models to present the characteristics of perception and communications systems. Experimental studies are conducted to compare the performances of these techniques in real-world environments. Our results show that the perception system reliably detects pedestrians and other objects within 50 m of range in the line-of-sight (LOS) condition. In contrast, the V2P communication coverage is approximately 340 and 200 meters in LOS and non-LOS (NLOS) conditions, respectively. However, the communication-based system fails to correctly position the VRU w.r.t the vehicle, preventing the system from meeting the safety requirement. Finally, we propose a cooperative system that combines the outputs of the communication and perception systems.
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弱势道路使用者安全感知与通信系统研究
现有的保护弱势道路使用者(VRU)的研发工作主要基于感知技术,旨在利用车载嵌入式传感器检测弱势道路使用者。这种技术的效率很大程度上受传感器可见性条件的影响。车辆对行人(V2P)通信也可以通过车辆和行人交换信息来提高VRU的安全性。然而,这种解决方案在很大程度上受到交换信息的可靠性的影响,这些信息通常是GPS数据。由于感知和通信具有互补的特点,我们可以期望这些方法的组合可以成为VRU安全的解决方案。这就是当前工作的动力所在。我们开发理论模型来呈现感知和通信系统的特征。进行了实验研究,以比较这些技术在现实环境中的性能。我们的研究结果表明,感知系统在视距(LOS)条件下可靠地检测到50米范围内的行人和其他物体。相比之下,V2P通信覆盖范围在LOS和非LOS (NLOS)条件下分别约为340米和200米。然而,基于通信的系统无法正确定位VRU在车辆周围的位置,导致系统无法满足安全要求。最后,我们提出了一个结合通信和感知系统输出的合作系统。
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