Detection and tracking of drones using advanced acoustic cameras

计算机科学 无人机 计算机视觉 噪音(视频) 人工智能 麦克风阵列 Echo(通信协议) 背景噪声 音频信号 声学 跟踪(教育) 波束赋形 声源定位 话筒 杂乱 雷达 声压 声音(地理) 电信 物理 生物 图像(数学) 语音编码 遗传学 计算机网络 教育学 心理学
作者
Joël Busset,Florian Perrodin,Peter Wellig,Beat Ott,Kurt Heutschi,Torben Rühl,Thomas Nußbaumer
出处
期刊:Proceedings of SPIE 被引量:42
标识
DOI:10.1117/12.2194309
摘要

Recent events of drones flying over city centers, official buildings and nuclear installations stressed the growing threat of uncontrolled drone proliferation and the lack of real countermeasure. Indeed, detecting and tracking them can be difficult with traditional techniques. A system to acoustically detect and track small moving objects, such as drones or ground robots, using acoustic cameras is presented. The described sensor, is completely passive, and composed of a 120-element microphone array and a video camera. The acoustic imaging algorithm determines in real-time the sound power level coming from all directions, using the phase of the sound signals. A tracking algorithm is then able to follow the sound sources. Additionally, a beamforming algorithm selectively extracts the sound coming from each tracked sound source. This extracted sound signal can be used to identify sound signatures and determine the type of object. The described techniques can detect and track any object that produces noise (engines, propellers, tires, etc). It is a good complementary approach to more traditional techniques such as (i) optical and infrared cameras, for which the object may only represent few pixels and may be hidden by the blooming of a bright background, and (ii) radar or other echo-localization techniques, suffering from the weakness of the echo signal coming back to the sensor. The distance of detection depends on the type (frequency range) and volume of the noise emitted by the object, and on the background noise of the environment. Detection range and resilience to background noise were tested in both, laboratory environments and outdoor conditions. It was determined that drones can be tracked up to 160 to 250 meters, depending on their type. Speech extraction was also experimentally investigated: the speech signal of a person being 80 to 100 meters away can be captured with acceptable speech intelligibility.
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