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基于BP网络和D-S证据理论的瓦斯监测系统的研究

付华 康海潮 梁明广

工矿自动化2011,Vol.37Issue(8):159-161,3.
工矿自动化2011,Vol.37Issue(8):159-161,3.DOI:32-1627/TP.20110807.1143.031

基于BP网络和D-S证据理论的瓦斯监测系统的研究

Research of Gas Monitoring System Based on BP Network and D-S Evidence Theory

付华 1康海潮 1梁明广1

作者信息

  • 1. 辽宁工程技术大学电气与控制工程学院,辽宁葫芦岛 125105
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摘要

Abstract

In view of problems of fuzziness and uncertainty of output signal of gas sensor used in coal mine, the paper proposed a design scheme of gas monitoring system based on BP network and D-S evidence theory. The system uses improved BP algorithm to get basic probability assignment of underground environment and uses D-S evidence theory to fusion information of output of BP network, so as to make judgment and decision of underground gas state. The experiment result showed that the system improves accuracy of monitored gas information and rapidity of decision.

关键词

瓦斯监测/信息融合/BP网络/D-S证据理论/LMBP算法

Key words

gas monitoring, information fusion, BP network, D-S evidence theory, LMBP algorithm

分类

矿业与冶金

引用本文复制引用

付华,康海潮,梁明广..基于BP网络和D-S证据理论的瓦斯监测系统的研究[J].工矿自动化,2011,37(8):159-161,3.

基金项目

国家自然科学基金资助项目(50874059),教育部博士点项目(200801470003),辽宁省优秀人才基金项目(2007R18) (50874059)

工矿自动化

OA北大核心CSTPCD

1671-251X

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