Prediction of oxygen concentration and temperature distribution in loose coal based on BP neural network

被引:0
作者
ZHANG Yong-jian
机构
关键词
loose coal; neural network; spontaneous combustion of coal; oxygen concentration; temperature; prediction;
D O I
暂无
中图分类号
TD752.2 [];
学科分类号
081903 ;
摘要
An effective method for preventing spontaneous combustion of coal stockpiles on the ground is to control the air-flow in loose coal.In order to determine and predict accurately oxygen concentrations and temperatures within coal stockpiles,it is vital to obtain information of self-heating conditions and tendencies of spontaneous coal combustion.For laboratory conditions,we designed our own experimental equipment composed of a control-heating system,a coal column and an oxygen concentration and temperature monitoring system,for simulation of spontaneous combustion of block coal(13-25 mm) covered with fine coal(0-3 mm).A BP artificial neural network(ANN) with 150 training samples was gradually established over the course of our experiment.Heating time,relative position of measuring points,the ratio of fine coal thickness,artificial density,voidage and activation energy were selected as input variables and oxygen concentration and temperature of coal column as output variables.Then our trained network was applied to predict the trend on the untried experimental data.The results show that the oxygen concentration in the coal column could be reduced below the minimum still able to induce spontaneous combustion of coal — 6% by covering the coal pile with fine coal,which would meet the requirement to prevent spontaneous combustion of coal stockpiles.Based on the prediction of this ANN,the average errors of oxygen concentration and temperature were respectively 0.5% and 7 °C,which meet actual tolerances.The implementation of the method would provide a practical guide in understanding the course of self-heating and spontaneous combustion of coal stockpiles.
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页码:216 / 219
页数:4
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  • [1] 基于活化能的煤自燃倾向性研究
    陆伟
    王德明
    仲晓星
    周福宝
    [J]. 中国矿业大学学报 , 2006, (02) : 201 - 205
  • [2] 粒度对煤的自燃倾向性表征影响
    刘剑
    赵凤杰
    [J]. 辽宁工程技术大学学报, 2006, (01) : 1 - 3
  • [3] Prevention of spontaneous combustion in coal stockpiles[J] . V Fierro,J.L Miranda,C Romero,J.M Andrés,A Arriaga,D Schmal,G.H Visser.Fuel Processing Technology . 1999 (1)
  • [4] The role of the diffusion of oxygen in the ignition of a coal stockpile in confined storage
    Hull, A
    Lanthier, JL
    Agarwal, PK
    [J]. FUEL, 1997, 76 (10) : 975 - 983