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多传感器数据融合在煤矿安全监测中的应用 被引量:14

Application of Multi-sensor Data Fusion in Coal Mine Safety Monitoring
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摘要 将多传感器融合技术应用到煤矿安全监测中,结合煤矿井下的实际环境,提出了一种分级的多传感器数据融合模型,在数据级融合中采用Bayes估计,并通过设定软硬阈值避免传感数据的冗余;基于模糊集系统理论,决策级融合中将数据级融合结果模糊化,结合专家知识库,经过全局融合的合成运算和决策规则,得到煤矿监测环境安全状况的精确估计;该模型即保证了监测结果的准确性,又兼顾了系统的负荷。 This paper applies the multi-sensor information fusion technology to Coal Mine Safety Monitoring.Combined with the actual environmental of coal mine,a grading architecture was proposed.Bayes estimation was used in data-level,through set soft and hard threshold to avoid sensor-data redundancy.Based on the fuzzy set theory,the result of data-level fusion was fuzzed in decision fusion.Accurate estimation of Coal Mine Safety obtained by means of expert knowledge database and decision rules.This architecture not only ensures the accuracy of the result,but also consideration to the system load.
出处 《煤矿安全》 CAS 北大核心 2012年第1期102-104,共3页 Safety in Coal Mines
关键词 煤矿安全 数据融合 BAYES估计 模糊理论 coal mine safety data fusion Bayes estimation fuzzy set theory
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  • 1吴凡.状态监测和故障诊断技术的现状与展望[J].国外电子测量技术,2006,25(3):5-7. 被引量:14
  • 2冯志刚,王祁.基于模糊数据融合的液氢供应系统健康评价方法[J].吉林大学学报(工学版),2006,36(5):751-756. 被引量:4
  • 3Cardell Oliver R,Smettem K,Kranz M,et al. A reactive soil moisture sensor network: Design and field evaluation [ J ]. International Journal of Distributed Sensor Networks ,2005,1 (2) :149 -162.
  • 4Heinzelman W, Chandrakasan A, Balakr Ishnan H. Energy-efflcient communication protocol for wireless microsensor networks[ C ]//Proceedings of the 33rd Annual Hawaii International Conference on System Sciences. Maui, HI,2000 : 1-10.
  • 5Li Chengfa, Ye Mao,Chen Guihai, et al. An energy-efficient unequal clustering mechanism for wireless sensor networks [ C ]// Proc of the 2nd IEEE International Conference on Mobile Ad Hoc and Sensor Systems( MASS 2005 ). Washington DC ,2005.
  • 6FENG Shan,XU Lida.Decision support for fuzzy comprehensive evaluation of urban development[J].Fuzzy Sets and Systm,1999,105:1-12.
  • 7Bogler P L.,Shafer-Dempster reasoning with applications to multisensor target identification system[J].IEEE Trans System,Man and Cybernetics,1987,SMC-17:968~977
  • 8Selzer F,Gutfinger D.,LADAR and FLIR based sensor fusion for automatic target classification.,SPIE,1988,1003:236~241.
  • 9张娅玲,陈伟民,章鹏,胡顺仁,黄晓微,郑伟.传感器故障诊断技术概述[J].传感器与微系统,2009,28(1):4-6. 被引量:42
  • 10王强,陈欢欢,王珽.一种基于多类支持向量机的故障诊断算法[J].电机与控制学报,2009,13(2):302-306. 被引量:16

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