An Application of Wireless Sensor Networks in Underground Coal Mine

被引:8
|
作者
Zhao, Chanchan [1 ,2 ]
Liu, Feng [1 ]
Hai, Xiaowei [3 ,4 ]
机构
[1] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing 100044, Peoples R China
[2] Inner Mongolia Univ Technol, Coll Informat Engn, Hohhot 010051, Peoples R China
[3] Beijing Jiaotong Univ, Sch Econ & Management, Beijing 100044, Peoples R China
[4] Inner Mongolia Univ Technol, Management Coll, Hohhot 010051, Peoples R China
关键词
wireless sensor networks; information fusion; Self-Organizing Map; coal mine security;
D O I
10.14257/ijfgcn.2013.6.5.11
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Wireless sensor networks (WSN) are good at security monitoring in coal mine. It is able to rapidly detect diverse parameters, which can reduce human and material losses. And it is an important application that has commercial potential. Coal mine pivotal parameters include Dust Density (Dust), Temperature (Temp), Wind Speed (WindS), Gas Density (GasD) and Carbonic Oxide Density (COD). The data collected by the sensors are sent to the sink node to be processed with information fusion technology. This work presents a strategy for the classification of coal mine status based on sensed data by WSN and the use of unsupervised neural network-the Self-Organizing Map (SOM). The SOM application classifies the coal mine environment into four clusters. An experiment confirms the effectiveness of the proposed approach.
引用
收藏
页码:117 / 126
页数:10
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