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
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)