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
相关论文
共 50 条
  • [21] Node localization in wireless sensor networks for coal mine security monitoring
    Yang, Wei
    Zhou, Si-Yong
    Qiao, Hua
    [J]. Meitan Xuebao/Journal of the China Coal Society, 2007, 32 (06): : 652 - 656
  • [22] Localization System of Underground Mine Trackless Facilities Based on Wireless Sensor Networks
    Zhang, Li
    Li, Xunbo
    Chen, Liang
    Yu, Sijia
    Xiao, Ningcong
    [J]. 2008 INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION: (ICMA), VOLS 1 AND 2, 2008, : 346 - 350
  • [23] Chain-Type Wireless Underground Mine Sensor Networks for Gas Monitoring
    Zhu, Zhen-Cai
    Zhou, Gong-Bo
    Chen, Guang-Zhu
    [J]. ADVANCED SCIENCE LETTERS, 2011, 4 (02) : 391 - 399
  • [24] An Wireless Mobile Localization Algorithm for Underground Coal Mine
    Gong, Shangfu
    Xu, Fengzhi
    Qiu, Xingguo
    Lu, Bibo
    [J]. FUZZY SYSTEMS AND DATA MINING III (FSDM 2017), 2017, 299 : 434 - 440
  • [25] Lifetime Optimization of Wireless Sensor Networks for Gas Monitoring in Underground Coal Mining
    Alfonso, Ivan
    Gomez, Camilo
    Garces, Kelly
    Chavarriaga, Jaime
    [J]. 2018 7TH INTERNATIONAL CONFERENCE ON COMPUTERS COMMUNICATIONS AND CONTROL (ICCCC 2018), 2018, : 224 - 230
  • [26] Stability analysis of old underground coal workings using wireless sensor networks
    Dorthi, Kumar
    Chandar, K. Ram
    [J]. PROCEEDINGS OF THE CONFERENCE ON RECENT ADVANCES IN ROCK ENGINEERING (RARE 2016), 2016, 91 : 85 - 90
  • [27] Impact cushioning device of wireless sensor node for emergency rescue system in underground coal mine
    Tang, Chaoquan
    Zhou, Gongbo
    Wang, Penghui
    Zhu, Zhencai
    Zhang, Peng
    Chen, Hao
    Li, Wei
    [J]. ADVANCES IN MECHANICAL ENGINEERING, 2018, 10 (01):
  • [28] Path Loss Estimation of Wireless Sensor Networks in Coal Mine Collapsed Zone
    Huo, Yu
    Xu, Yonggang
    Zhao, Xiaohu
    Sun, Yanjing
    Li, Shiyin
    [J]. IEEE SENSORS JOURNAL, 2024, 24 (06) : 9002 - 9015
  • [29] A coal mine personnel global positioning system based on wireless sensor networks
    Liu, Zhigao
    Li, Chunwen
    Ding, Qingqing
    Wu, Danchen
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 7026 - 7031
  • [30] Optimal Design for Effective Coverage of Wireless Sensor Networks in Coal Mine Goaf
    Wang, Yanming
    Wang, Deming
    Shi, Guoqing
    Zhong, Xiaoxing
    [J]. SENSOR LETTERS, 2011, 9 (05) : 1952 - 1956