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

Akankshu Dhawan, R. Balasubramanian, V. Vokkarane
{"title":"A framework for real-time monitoring of acoustic events using a wireless sensor network","authors":"Akankshu Dhawan, R. Balasubramanian, V. Vokkarane","doi":"10.1109/THS.2011.6107880","DOIUrl":null,"url":null,"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.","PeriodicalId":228322,"journal":{"name":"2011 IEEE International Conference on Technologies for Homeland Security (HST)","volume":"XCV 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 IEEE International Conference on Technologies for Homeland Security (HST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/THS.2011.6107880","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Face recognition despite missing information Separating the baby from the bathwater: Toward a generic and practical framework for anonymization A calibration free hybrid RF and video surveillance system for reliable tracking and identification Low cost, pervasive detection of radiation threats Avoiding the closure of ports during a national emergency
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1