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基于大数据的煤与瓦斯突出预警技术

Early warning technology of coal and gas outburst based on big data

  • 摘要: 针对现有煤与瓦斯突出预警技术对数据的分析利用不充分的问题,从大数据生命周期的各技术环节入手,介绍了基于大数据的突出预警技术体系的架构、大数据类型及获取方式。从工作面、区域、生产系统3个方面建立了多参量突出预警指标体系,并依此构建了基于层次分析法的突出预警模型,同时分析得到基于多层关联规则算法的层次分析各因素相对重要度的计算方法,实现了指标权重的自动确定与优化;开发了基于B/S架构模式的突出预警系统,主要包括预警数据库、预警服务、预警网站和移动终端APP。现场试验表明:预警总准确率达91.5%,无漏报现象,实现了预警数据的动态获取、智能分析、实时预警、在线发布与远程查询。将大数据技术应用于煤与瓦斯突出灾害防治是未来的发展方向,基于大数据进行突出预警是可行的,可为煤矿现场突出防治提供决策支撑。

     

    Abstract: In view of the problem that the existing coal and gas outburst early warning technology does not make sufficient use of data analysis, this paper introduces the architecture, big data types and acquisition methods of the outburst early warning technology system based on big data from each technical link of the big data life cycle. A multi-parameter coal and gas outburst early warning indicator system has been established from three aspects of working face, area, and production system, and the early warning model of coal and gas outburst has been established based on AHP, at the same time, the calculation method of relative importance of each factor in AHP based on the multi-layer association rule algorithm is obtained, which realizes the automatic determination and optimization of index weight; the coal and gas outburst early warning system based on B/S architecture model is developed, which mainly includes early warning database, early warning service, early warning website and mobile terminal APP. The field test shows that the total accuracy of early warning reaches 91.5% and there is no underreporting, realizing the dynamic acquisition, intelligent analysis, real-time early warning, online release and remote query of early warning data. The application of big data technology to the prevention and control of coal and gas outburst disasters is the future development direction. It is feasible to carry out outburst early warning based on big data, which can provide decision support for the prevention and control of coal and gas outburst in coal mines.

     

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