Prediction of rockburst classification using Random Forest

Transactions of Nonferrous Metals Society of China (English Edition)

Volumn 23, Issue 2, 2013, Pages 472-477

  Dong, Long Jun ^a   Li, Xi Bing ^a   Peng, Kang ^a  

^a CENTRAL SOUTH UNIVERSITY   (China)

Author keywords

mining engineering tunnel engineering underground caverns rockburst Random Forest

Indexed keywords

ELASTIC ENERGY; INSITU STRESS; MAIN CONTROL FACTOR; RANDOM FOREST METHODS; RANDOM FORESTS; ROCK PROJECTS; TUNNEL ENGINEERING; UNIAXIAL COMPRESSIVE STRENGTH;

COMPRESSIVE STRENGTH; DECISION TREES; MINING ENGINEERING; NEURAL NETWORKS; ROCKS; SUPPORT VECTOR MACHINES; TENSILE STRENGTH;

UNDERGROUND STRUCTURES;

EID: 84875202057     PISSN: 10036326     EISSN: None     Source Type: Journal    
DOI: 10.1016/S1003-6326(13)62487-5     Document Type: Article

References (32)

1. G ZHANG, YX ZHENG Study of the theory of rockburst and its application [C] CSRME Proceedings of the Third National Conference on Rock Dynamics] 1992 Wuhan University of Mapping Technology Press Wuhan 422 435 (in Chinese).
2. FL HOU, XM LIU, MC WANG Re-analysis of rockburst mechanism and discussion on the gradation of the rockburst intensity [C] CSRME Proceedings of the Third National Conference on Rock Dynamics] 1992 Wuhan University of Mapping Technology Press Wuhan 448 457
3. YH WANG, WD LI, PKK LEE, LG THAM Method of fuzzy comprehensive evaluation for rockburst prediction [J] Chinese Journal of Rock Mechanics and Engineering 17 5 1998 493 501 (in Chinese).
4. Zhuo-yuan ZHANG, Shi-tian WANG, Lan-sheng WANG The analytical principle for engineering geology [M] 1994 Geology Press Beijing (in Chinese).
5. ZD ZHANG Several problems of rock mechanics in tunnel engineering design [J] Tunneling and Underground Works 4 1995 2 11
6. Ji-liang WANG, Jian-ping CHEN, Jing YANG, Jin-sheng QUE Method of distance discriminant analysis for determination of classification of rockburst [J] Rock and Soil Mechanics 30 7 2009 2203 2208 (in Chinese).
7. Hong-bo ZHAO Classification of rockburst using support vector machine [J] Rock and Soil Mechanics 26 4 2005 642 644 (in Chinese).
8. Zi-jian DU, Meng-guo XU, Zhen-ping LIU, Xuan WU Laboratory integrated evaluation method for engineering wall rock rock-burst [J] Gold 11 27 2006 26 30 (in Chinese).
9. Si-jing CAI, Lu-hua ZHANG, Wen-lue ZHOU Research on prediction of rock burst in deep hard-rock mines [J] Journal of Safety Science and Technology 1 5 2005 17 20 (in Chinese).
10. Xuan-zhuang ZHANG Prediction of rock burst at underground works based on artificial neural network [J] Yangtze River 36 5 2005 17 18 (in Chinese).
11. De-xing WU, Jian YANG Prediction and countermeasure for rockburst in Cangling mountain highway tunnel [J] Chinese Journal of Rock Mechanics and Engineering 24 21 2005 3965 3971
12. Tao YANG, Guo-wei LI Study on rockburst prediction method based on the prior knowledge [J] Chinese Journal of Rock Mechanics and Engineering 19 4 2000 429 431 (in Chinese).
13. Ming-zhou BAI, Lian-jun WANG, Zhou-yi XU Study on a neutral network model and its application in predicting the risk of rock blast [J] China Safety Science Journal 12 4 2002 65 69 (in Chinese).
14. Dong-qing LI, Li-guan WANG Theory and technology of the large-scale mining in hard-rock and deep mine - A case study of Dongguashan copper mine [M] 2009 Metallurgical Industry Press Beijing 50 77 (in Chinese).
15. AM LINKOV Rockbursts and the instability of rock masses [J] Int J Rock Mech Min Sci & Geomech Abstr 33 7 1996 727 732
16. Qi-yue LI, Long-jun DONG, Xi-bing LI, Zhi-qiang YIN, Xi-ling LIU Effects of sonic speed on location accuracy of acoustic emission source in rocks [J] Transactions of Nonferrous Metals Society of China 21 12 2011 2719 2726
17. C SIRNIVASAN, SK ARORA, RK YAJI Use of mining and seismological parameters as premonitors of rockburst [J] Int J Rock Mech Min Sci 34 6 1997 1001 1008
18. WD ORTLEPP, TR STACEY Rockburst mechanisms in tunnels and shafts [J] Tunneling and Underground Space Technology 9 1994 59 65
19. W MÜLLER Numerical simulation of rock bursts [J] Mining Science and Technology 12 1991 27 42
20. RJ DURRHEIM, A HAILE, MKC ROBERTS, JK SCHWEITZER, SM SPOTTISWOODE, JW KLOKOW Violent failure of a remnant in a deep South African gold mine [J] Tectonophysics 289 1998 105 116
21. WC ZHU, ZH LI, L ZHU, CA TANG Numerical simulation on rockburst of underground opening triggered by dynamic disturbance [J] Tunnelling and Underground Space Technology 25 5 2010 587 599
22. VA MANSUROV Prediction of rockbursts by analysis of induced seismicity data [J] Inter J Rock Mech Min Sci 38 6 2001 893 901
23. JA WANG, HD PARK Comprehensive prediction of rockburst based on analysis of strain energy in rocks [J] Tunnelling and Underground Space Technology 16 2001 49 57
24. A KIDYBINSKI Bursting liability indices of coal [J] Journal of Rock Mechanics and Mining Sciences 18 4 1981 295304
25. XB LI, LJ DONG Comparison of two methods in acoustic emission source location using four sensors without measuring sonic speed [J] Sensor Letters 9 5 2011 2025 2029
26. Long-jun DONG, Xi-bing LI Three-dimensional analytical solution of acoustic emission or microseismic source location under cube monitoring network [J] Transactions of Nonferrous Metals Society of China 22 12 2012 3087 3094
27. Long-jun DONG, Xi-bing LI, Li-zhong TANG, Feng-qiang GONG Mathematical functions and parameters for microseismic source location without premeasuring speed [J] Chinese Journal of Rock Mechanics and Engineering 30 10 2011 2057 2067 (in Chinese).
28. DONG Long-jun, LI Xi-bing, GONG Feng-qiang. An analytical location method for acoustic emission and microseismic sources: China, 201110273728.8 [P]. 2012-05-02. (in Chinese).
29. LI Xi-bing, DONG Long-jun, GONG Feng-qiang, ZHOU Zi-long. A location method for acoustic emission and microseismic sources: China, 201010600262.3 [P]. 2011-07-20. (in Chinese).
30. L BREIMAN Random Forests [J] Machine Learning 45 2001 5 32
31. Qi-yi TANG DPS Data processing system: Experimental design, statistical analysis, and data mining [M] 2010 Science Press Beijing (in Chinese).
32. Long-jun DONG, Xi-bing LI, Ming Xu, Qi-yue Li Comparisons of random forest and support vector machine for predicting blasting vibration characteristic parameters [J] Procedia Engineering 26 2011 1772 1781