人类活动识别采用低成本、COTS雷达网络

Bahri Cagliyan, C. Karabacak, S. Gurbuz
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引用次数: 7

摘要

无线传感器网络作为一种广域监控手段,一直是备受关注的课题。迄今为止,通常使用的传感器包括声学、地震、红外、磁性和超声波传感器。雷达虽然具有重要的优势,例如能够在所有天气条件和夜间操作,但由于其高功率要求,高成本和大尺寸,在这些系统中使用的不多。然而,最近已经开发出低成本的COTS雷达节点,使其能够作为无线监控网络的一部分应用。在这项工作中,由Samraksh公司开发的大黄蜂雷达被用作无线雷达网络的一部分,用于监控在网络传感区域内移动的人类活动。由大黄蜂雷达测量的人类微多普勒特征显示为各种活动,并用作识别的基础。探讨了传感器数据融合的各种方案。
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Human activity recognition using a low cost, COTS radar network
Wireless sensor networks have been a subject of much interest as a means for wide area surveillance. Typically, sensors such as acoustic, seismic, infrared, magnetic, and ultrasonic sensor have been employed to date. Radar, although possessing important advantages such as being able to operate in all weather conditions and nighttime, has not much been used in these systems due to their high power requirements, high cost, and large size. Recently, however, low-cost, COTS radar nodes have been developed that enable their application as part of a wireless surveillance network. In this work, the BumbleBee Radar developed by Samraksh Company is used as part of a wireless radar network to monitor the activities of a human moving within the sensing region of the network. The human micro-Doppler signature measured by the BumbleBee radar is shown for a variety of activities and used as a basis for recognition. Various schemes for fusing sensor data are explored.
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