Gas Emission Prediction Model of Coal Mine Based on CSBP Algorithm

被引:1
|
作者
Xiong, Yan [1 ]
Cheng, Jia-Tang [1 ]
Duan, Zhi-Mei [1 ]
机构
[1] Honghe Univ, Engn Coll, Mengzi 661199, Yunnan, Peoples R China
来源
3RD ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS (ITA 2016) | 2016年 / 7卷
关键词
D O I
10.1051/itmconf/20160709006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In view of the nonlinear characteristics of gas emission in a coal working face, a prediction method is proposed based on cuckoo search algorithm optimized BP neural network (CSBP). In the CSBP algorithm, the cuckoo search is adopted to optimize weight and threshold parameters of BP network, and obtains the global optimal solutions. Furthermore, the twelve main affecting factors of the gas emission in the coal working face are taken as input vectors of CSBP algorithm, the gas emission is acted as output vector, and then the prediction model of BP neural network with optimal parameters is established. The results show that the CSBP algorithm has batter generalization ability and higher prediction accuracy, and can be utilized effectively in the prediction of coal mine gas emission.
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收藏
页数:4
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