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《EXPLOSION AND SHOCK WAVES》 1994-04
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A STUDY ON NEURAL NETWORK ON ROCK BLASTABILITY

Feng Xiating(Northea stern University,shenyang 110006)  
With the application of artificial neural network theory and machine learn-ing method,this paper establishes a nonlinear mapping between the blastability of rockand its affected factors such as volume of explosion crater,mass ratio of big rockblocks,ratio of small rock blocks,qualified ratio of blasting and wave impedence andrepresents them distributedly on neural network, connection weights and threshold ofnodes.The blastability of new type of rock mass is predicted by means of the method ofparallel inference.The results show that the proposed method has some more importantad vantag es than traditional ones and it has strong ability for nonlinear dynam ic processing.
【Fund】: 国家八·五重点攻关项目
【CateGory Index】: TU45
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【References】
Chinese Journal Full-text Database 10 Hits
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7 SHANG Jun-long1,2,HU Jian-hua1,2,MO Rong-shi3,LUO Xian-wei3,ZHOU Ke-ping1,2(1.School of Resources and Safety Engineering,Central South University,Changsha,Hunan 410083,China; 2.Key Laboratory of Deep Mining & Disaster Control in Hunan Province,Changsha,Hunan 410083,China; 3.Tongkeng Mine,Liuzhou China Tin Group Company Ltd,Liuzhou,Guangxi 545000,China);Predication model of game theory-matter-element extension for blastability classification and its application[J];采矿与安全工程学报;2013-01
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10 TANG Hai1,SHI Yongqiang2,LI Haibo1,LI Junru1,WANG Xiaowei2,JIANG Pengcan2(1.Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan,Hubei 430071,China;2.China Guangdong Nuclear Power Station Engineering Co.,Ltd.,Shenzhen,Guangdong 518124,China);PREDICTION OF PEAK VELOCITY OF BLASTING VIBRATION BASED ON NEURAL NETWORK[J];岩石力学与工程学报;2007-S1
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Yu Yalun Wang Desheng Qu Shijie(University of Science and Technology, Beijing, 100083);Zoning of the Blasting Compliance of Rocks in Shuichang Open Pit[J];岩石力学与工程学报;1990-03
【Co-citations】
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1 ZHOU Nan,WANG Desheng,CHANG Jianping,WU Yingtian(Civil and Environmental Engineering School,University of Science and Technology Beijing,Beijing 100083,China);AN APPRAISEMENT FOR ZONING OF BLASTING COMPLIANCE OF ROCK BASED ON CLUSTERING ANALYSIS OF DECIDE WEIGHT COMPREHENSIVELY[J];岩石力学与工程学报;2013-S1
2 LIU Zhan-quan1,WANG De-sheng2,ZHENG Jian-jun3(1.Ba Run Mining Co.,Ltd.,Baotou Steel Group,Baotou 014080,China;2.University of Science and Technology Beijing, Beijing 10083,China;3.Inner Mongolia University of Science and Technology,Baotou 014010,China);Research on zoning of blastablity on Ba Run mine's rock mass[J];中国矿业;2012-03
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4 SHAN Ren-liang1,HUANG Bao-long1,ZHANG Huai-wen2(1.School of Mechanics and Building Engineering,China University of Mining and Technology(Beijing),Beijing 100083,China;2.China Aviation Survey Design and Research Institute,Beijing 100098,China);Experiment and Research on Deep Borehole Blasting in Mine Rock Roadway with Thick Soft and Weak Parting[J];煤炭科学技术;2009-06
5 Li Yongqing1 Zhang Je2 Xu Lisheng3(1.Ben Steel's Mining Co.;2.Liaoning Institute of Science and Technology;3.Sinsteel Maanshan Instiutle of Mining Research Co.,Ltd.);Mathematical Model for Rock Blastability Classification and Its Application[J];金属矿山;2008-11
6 QU Shijie~ 1) , MAO Shilong~ 1) , LV Wensheng~ 1) , XIN Mingyin~ 2) , GONG Yongjun~ 2) , JIN Xiaoyuan~ 2) 1) Civil and Environmental Engineering School, University of Science and Technology Beijing, Beijing 100083, China2) Bengang Mining Industry Company, Benxi 117000, China;A method for rock-mass blastability classifcation based on weighted clustering analysis[J];北京科技大学学报;2006-04
7 QU Shi-jie1,XIN Ming-yin2,MAO Shi-long1,MA Ming-gang2,LU Wen-sheng1,ZHUANG Shi-yong2, ZHANG Hong1,LI Xiang-ming2,WANG Fu-chun1 (1. School of Civil and Environmental Engineering,University of Science and Technology Beijing,Beijing 100083,China; 2. Bengang Mining Industry Company,Benxi 117000,China);CORRELATION ANALYSES OF BLASTABILITY INDEXES FOR ROCK MASS[J];岩石力学与工程学报;2005-03
8 QU Shi jie 1, SHANG Feng hua 1, LI Bao hui 2, WANG You cheng 2 (1. University of Science and Technology Beijing, Beijing 100083, China; 2. Mining Company, Capital Iron and Steel Company, Qian'an, Hebei 064404, China);BLAST-CODE MODEL FOR DESIGN AND SIMULATION OF OPEN-PIT BLASTING AND ITS APPLICATION IN SHUICHANG IRON MINE[J];工程爆破;2001-02
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【Co-references】
Chinese Journal Full-text Database 10 Hits
1 DENG Hongwei;CHEN Chaoqun;ZHANG Yanan;School of Resource and Safety Engineering,Central South University;;Random Forest Model of Rock Mass Blastability Grading and R Language Implementation[J];世界科技研究与发展;2016-05
2 HAO Changsheng;SHWNG Junkun;School of Mining, Inner Mongolia University of Science and Technology;;Mining method choice by AHP and fuzzy mathematics[J];辽宁工程技术大学学报(自然科学版);2016-07
3 ZHAO Guoyan;LIN Chunping;HONG Changshou;School of Resources and Safety Engineering,Central South University;;Identification of Mine Water Inrush Sources Based on FOA-GNNM[J];世界科技研究与发展;2015-06
4 LI Xibing;ZHU Wei;LIU Weijun;ZHANG Deming;School of Resources and Safety Engineering,Central South University;;Research on Rock Mass Blastability Based on Principal Component Analysis and RBF Neural Network[J];黄金科学技术;2015-06
5 HAN Wandong;LI Qiushi;SU Yanbin;Mining Engineering Institute,Inner Mongolia University of Science and Technology;Mining Research Institute,Inner Mongolia University of Science and Technology;;Study on the Response Characteristics of Rock Slope Under Blasting Vibration in Open-pit Mine[J];矿业研究与开发;2015-10
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1 CHEN Shunman;WU Aixiang;WANG Yiming;Key Laboratory of High-Efficient Mining and Safety of Metal,Ministry of Education,University of Science and Technology Beijing;School of Civil and Resources Engineering,University of Science and Technology Beijing;;Prediction of pillar stability based on contribution rate and uncertain measure theory[J];武汉大学学报(工学版);2017-05
2 SUN Miao;WU Li;YUAN Qing;ZHOU Yu-chun;MA Chen-yang;China University of Geosciences( Wuhan) Engineering Research Center of Rock-Soil Drilling & Excavation and Protection,Ministry of Education;China University of Geosciences( Wuhan) Faculty of Engineering;Postdoctoral Programme,CCCC Second Harbour Engineering Co Ltd;;Blasting Vibration Prediction of Underground Gas Storage Caverns based on PSO-LSSVM Algorithm[J];爆破;2017-03
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5 Liu Hengliang;Zhang Qinli;Rong Shuai;Xinqiao Mining Co.,Ltd.,Tongling Chemical Industry Group Co.,Ltd.;School of Resources and Safety Engineering,Central South University;;Optimization of Mining Method Based on Game Theory and Improved TOPSIS[J];金属矿山;2017-06
6 LIU Zhi-xiang;LIU Qiang;XIAO Si-you;LAN Ming;WANG Wei-hua;School of Resources and Safety Engineering,Central South University;;Mining Method Choice Based on Entropy Weight-Ideal Point and Stope Stability Analysis[J];矿冶工程;2017-03
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