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信息融合技术在矿井安全监测系统中的应用
引用本文:杨 帆,姜 勇,杨元君.信息融合技术在矿井安全监测系统中的应用[J].武汉工程大学学报,2014(5):64-67.
作者姓名:杨 帆  姜 勇  杨元君
作者单位:[1]武汉工程大学电气信息学院,湖北武汉430205; [2]智能机器人湖北省重点实验室(武汉工程大学),湖北武汉430205
基金项目:湖北省自然科学基金(2010CDB11101);武汉工程大学研究生教育创新基金(2011CX63)
摘    要:为了能够准确的判断矿井内环境的安全状况,利用信息融合技术设计了一套矿井安全监测系统.该系统主要由传感器节点、数据处理单元、地面监控单元和融合算法等几部分构成.传感器节点由温度传感器、瓦斯传感器、CO传感器和风速传感器组成,完成对井内各项数据的采集并将数据传送给数据处理单元;数据处理单元以CC2530芯片为控制芯片,对采集到的数据进行处理,并通过ZigBee技术实现无线传感器网络节点的数据传输;算法部分基于反向传播(BP)神经网络的融合算法,利用MATLAB实现的训练样本对实际数据进行融合,完成对实际情况的判断,最后做出决策.MATLAB仿真结果显示,融合后的结果与实际情况吻合,为矿井的安全监控提供更好的保障.

关 键 词:传感器节点  多传感器信息融合  无线传感器网络  神经网络  矿井安全

Information fusion technology in application of mine safety monitoring system
Affiliation:YANG Fan,JIANG Yong,YANG Yuan-jun(1.College of Electronic and Information Engineering,Wuhan Institute of Technology,Wuhan 430205 ,China;2.Hubei Provincial Key Laboratory of Intelligent Robot(Wuhan Institute of Technology), Wuhan 430205 ,China)
Abstract:To determine the security situation accurately,a mine safety monitoring system was designed based on the information fusion technology.The system is mainly divided into four parts of sensor nodes,data processing unit,ground monitoring unit and fusion algorithm.Sensor nodes,consisting of temperature sensors,gas sensors,carbon monoxide sensors and wind speed sensors,collect and deliver the data to the processing unit;data processing unit uses CC2530 as control chip to process the collected data,then the wireless sensor network nodes transmit data by ZigBee technology; combined with the MATLAB,the fusion algorithm completes the training samples and carries out the fusion of actual data based on back propagation neural network,finally makes a decision.The MATLAB experiment simulation shows that the fused results are consistent with the actual situation,providing a stable and safe monitoring environment for the miners.
Keywords:sensor nodes  multi-sensor information fusion  wireless sensor networks  neural network  safety monitor
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