Gas Emission Prediction Model of Stope Based on Random Forests

WANG Ming; WANG Jian-Jun

Safety in Coal Mines > 2012 > 43(8): 182-185.

WANG Ming, WANG Jian-Jun. Gas Emission Prediction Model of Stope Based on Random Forests[J]. Safety in Coal Mines, 2012, 43(8): 182-185.

Citation:

WANG Ming, WANG Jian-Jun. Gas Emission Prediction Model of Stope Based on Random Forests[J]. Safety in Coal Mines, 2012, 43(8): 182-185.

Citation:

WANG Ming, WANG Jian-Jun. Gas Emission Prediction Model of Stope Based on Random Forests[J]. Safety in Coal Mines, 2012, 43(8): 182-185.

Gas Emission Prediction Model of Stope Based on Random Forests

More Information

Published Date: August 09, 2012

Graphical Abstract

Abstract

Abstract

Correct prediction of gas emission in stope has an important significance for the safe production of coal enterprises.Through the introduction of random forest algorithm in data mining,the gas emission prediction model of stope is built.The study shows that the model has good prediction effects.
- gas emission,
- prediction,
- random forests,
- stope

FullText(HTML)

References (7)

References

[1]	BREIMAN L.Random forests[J].Machine Learning,2001,45(1):5-32.
[2]	张华伟,王明文,甘丽新.基于随机森林的文本分类模型研究[J].山东大学学报:理学版,2006,41(3):140-143.
[3]	方匡南,吴见彬,朱建平,等.随机森林方法研究综述[J].统计与信息论坛,2011,26(3):32-38.
[4]	Andy Liaw,Matthew Wiener.Classification and Regres-sion by randomForest[J].R News,2002,2(3):18-22.
[5]	林成德,彭国兰.随机森林在企业信用评估指标体系确定中的应用[J].厦门大学学报:自然科学版,2007,46(2):199-203.
[6]	高锡擎,王来斌,沈金山,等.基于灰色关联度BP神经网络预测煤层瓦斯含量[J].煤炭技术,2011,30(8):102-104.
[7]	吕伏,梁冰,孙维吉,等.基于主成分回归分析法的回采工作面瓦斯涌出量预测[J].煤炭学报,2012,37(1):113-116.

[1]	JI Runqing, DENG Tianlin, DONG Liangliang, LIN Bo. Study on filling mining design and spatial-temporal evolution law of deformation and failure of roof overburden in Yungang Coal Mine[J]. Safety in Coal Mines, 2024, 55(4): 124-133. DOI: 10.13347/j.cnki.mkaq.20221386
[2]	XUAN Zhaojun, XU Lei, XIANG Zheng, CAI Lingxiang, GUO Shuai, DAVIDE Elmo. Mechanical compression process of gangue filling and settlement analysis of wide strip rock stratum[J]. Safety in Coal Mines, 2024, 55(2): 125-132. DOI: 10.13347/j.cnki.mkaq.20222060
[3]	QIAN Xu. Design of centralized control system for gangue filling and feeding conveying in coal mine[J]. Safety in Coal Mines, 2022, 53(5): 143-149.
[4]	FAN Yaqing, WANG Zhaofeng, CHEN Jinsheng, LI Haowei. Experimental Study on Replacement Effect of Water to Gas in Coal[J]. Safety in Coal Mines, 2017, 48(12): 25-27,32.
[5]	SI Haitao, ZHAO Jiechao, ZHANG Chao, LI Ke. Analysis of Mechanized Coal-gangue Separation Backfill Mining Technology in Underground Mine and Its Application[J]. Safety in Coal Mines, 2017, 48(9): 141-144.
[6]	HAN Yongbin. Roadway Gangue Back-filling Technology for Mining Under Village[J]. Safety in Coal Mines, 2014, 45(7): 80-82.
[7]	DU Xueling, YANG Baogui, DANG Peng, GUO Jiahao. Feasibility Analysis of Using Special Filling Roadway to Carry on Top Coal Caving Backfill Mining[J]. Safety in Coal Mines, 2014, 45(2): 175-177.
[8]	LI Xiang-yang, LIU Jin-liang, ZHAO Jing-li, LI You-jun. Filling Gelled Material Activation Technology of Coal Gangue[J]. Safety in Coal Mines, 2013, 44(4): 99-102.
[9]	WANG Lei, GUO Guang-li, LIU Yuan-xu. Research of Protecting Farmland By Backfilling With Gangue in Eastern Plains Mining Area of China[J]. Safety in Coal Mines, 2012, 43(6): 4-8.
[10]	ZHANG Yu-chuan. Mining Research on Replacement Coal by Filling Gangue in Roadway of Coal Mine Underground[J]. Safety in Coal Mines, 2012, 43(5): 36-38.

Cited By

Get Citation

XML

Article views (974) PDF downloads (1)

Turn off MathJax

Article Contents

Abstract

References

Gas Emission Prediction Model of Stope Based on Random Forests

Abstract

References

Related Articles

Catalog

Gas Emission Prediction Model of Stope Based on Random Forests

Abstract

References

Related Articles

Catalog

Export File

Citation

Format

Content