A framework for real-time monitoring of acoustic events using a wireless sensor network

Akankshu Dhawan, R. Balasubramanian, V. Vokkarane
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引用次数: 8

Abstract

Wireless Sensors have been used for environmental monitoring and battlefield surveillance for many years now. Wireless, low-cost, and low-energy sensors are distributed geographically to monitor and report specific effects such as temperature, light, motion and sound. The hardware, network protocols and information retrieval techniques for wireless sensor networks are areas of active research. While outdoor monitoring has been done using wireless sensor networks for some time now, little work has been done in indoor environments. This paper presents a novel approach towards a real time system for indoor surveillance of campus-like environments for loud acoustic events such as gunshots. The work proposes the use of low-cost MICAz motes and a scalable networking approach that ensures low-energy consumption, reliable communication and high data rate. The system uses a hierarchical decision making model to categorize loud acoustic signals, localize the event and trigger an alert system in case of critical events like a gunshot. Several experiments were conducted with real gunshots and other acoustic sources to validate the detection and localization approach.
一种利用无线传感器网络实时监测声学事件的框架
无线传感器用于环境监测和战场监视已有多年历史。无线、低成本和低能耗传感器分布在地理位置,以监测和报告特定的影响,如温度、光、运动和声音。无线传感器网络的硬件、网络协议和信息检索技术是目前研究的热点。虽然使用无线传感器网络进行室外监测已经有一段时间了,但在室内环境中进行的工作却很少。本文提出了一种新的方法,用于校园类环境的室内实时监控系统,用于嘈杂的声音事件,如枪声。该工作提出使用低成本的MICAz motes和可扩展的网络方法,以确保低能耗、可靠的通信和高数据速率。该系统使用分层决策模型对响亮的声音信号进行分类,定位事件,并在发生枪击等关键事件时触发警报系统。用真实枪声和其他声源进行了多次实验,验证了检测和定位方法。
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