An FMCW Radar-Based Active Tag Carried by Vulnerable Road Users for Collision Avoidance

IF 3.7 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Arrya Anandika;Kouki Hoshino;Ran Sun;Budi Rahmadya;Zequn Song;Shigeki Takeda
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引用次数: 0

Abstract

Traffic accidents involving pedestrians are a serious problem in Japan, particularly for vulnerable road users (VRUs), including pedestrians and cyclists. Furthermore, road conditions, particularly at intersections without traffic lights and minor intersections in residential areas, contribute to accidents. The development of advanced driver assistance systems (ADASs) for drivers continues to advance in addressing traffic accidents. Various studies have been conducted to develop ADAS using multiple devices, including cameras, LiDAR, radars, and other detection devices. Since radar cannot detect small objects such as VRUs, this study proposes VRU radars as active tags that transmit an extraordinarily fast chirp modulation-based frequency-modulated continuous wave (FCM-FMCW) radar signal with long chirp periods, which generates an impulse signal for the car radar. It can detect the presence of VRUs and determine the number of VRUs by counting the impulses on the car radar. The experimental results confirmed that in realistic environments, the radars rarely identify VRUs because the Radar Cross Sections (RCS) of VRUs are significantly smaller than the vehicle targets and surrounding objects on a road. These facts validate the necessity of the proposed concept. According to the experiments using radar evaluation boards, the proposed system does not cause adverse effects on car radar. In this paper, the range and spatial spectra with and without interference mitigation are compared. A radar evaluation board can generate impulses at a maximum distance of approximately 22 meters away, which is obtained by varying the distances between the car radar and VRUs radars. The violin plots over a certain number of frames can be used as a metric to identify the presence of VRUs and the number of VRUs.
基于FMCW雷达的弱势道路使用者主动标签避碰
在日本,涉及行人的交通事故是一个严重问题,尤其是对行人和骑自行车的人等弱势道路使用者而言。此外,道路状况,特别是在没有红绿灯的十字路口和住宅区的小十字路口,也会造成事故。先进驾驶辅助系统(ADASs)的发展在处理交通事故方面不断取得进展。为了开发使用多种设备的ADAS,已经进行了各种研究,包括摄像头、激光雷达、雷达和其他探测设备。由于雷达无法探测到像VRU这样的小物体,本研究提出VRU雷达作为主动标签,传输一种基于超高速啁啾调制的长啁啾周期调频连续波(FCM-FMCW)雷达信号,该信号为汽车雷达产生脉冲信号。通过对车载雷达上的脉冲进行计数,可以检测出vru的存在,并确定vru的数量。实验结果证实,在现实环境中,雷达很少识别vru,因为vru的雷达截面(Radar Cross Sections, RCS)明显小于道路上的车辆目标和周围物体。这些事实证实了所提出的概念的必要性。利用雷达评估板进行的实验表明,该系统不会对车载雷达产生不利影响。本文对有干扰抑制和无干扰抑制的距离和空间光谱进行了比较。雷达评估板可以在大约22米的距离内产生脉冲,这是通过改变车载雷达和vru雷达之间的距离来获得的。在一定帧数上的小提琴图可以作为一个度量来识别vru的存在和vru的数量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
5.70
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