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《Blasting》 2011-04
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Prediction Method Research of Blasting Vibration based on BP Neural Network

TAO Ting1,LIN Cong-mou1,CHENG Li-kai2 (1.College of Civil Engineering,Huaqiao University,Quanzhou 362021,China; 2.Fujian Transportation Construction and QS Supervisory Authority,Fuzhou 362021,China)  
The vibration caused by blasting is chiefly random.It is affected by a lot of factors,and there is a complicated non-linear relationship between the various factors.A neural network model one based on theory of artificial neural network is established to forcast the vibration velocity of blasting seism.The main factors affecting the blasting are the hole depth,number,and distance,maximum charge weight per delay interval,total charge and explosive distance.The maximum charge weight per delay interval and the explosion source distance are considered as the input of the neural network model two,which are compared to the predicted results of Sadowsky fomular and the field surveillent results.The results revealed that The first model forecasting precision was proved to be satisfactory with an error ratio less than 6%,and its precision is better than the traditional method with an increase of 27%.
【Fund】: 福建省交通科技发展项目(No.201014 2009~2011)
【CateGory Index】: TU435
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【Citations】
Chinese Journal Full-text Database 6 Hits
1 ZHANG Shi xiong 1, YANG Ming liang 2, YIN Jia guo 3 ZHANG Xing cai 3, XIE Da wu 3, ZOU Jian gang 3 ( 1. Wuhan Univesity of Technology, Wuhan,Hubei, 430070, China 2.Wuhan Rock Soil Research Institute, Wuhan,Hubei, 430071, China 3.Daye Iron;An Empirical Formula of Calculating the Vibrating Intensity of Explosive Wave and Its Application in Mining[J];BLASTING;2000-03
2 LIN Li-qun,LIN Cong-mou,CAI Li-guang,LIN Jian,ZHENG Qiang(College of Civil Engineering,Hua Qiao University,Quanzhou 362021,China);Prediction and Application Research of Tunnel Blasting Vibration based on BP Neural Network[J];Blasting;2009-04
3 ZHOU Zhihua,ZHANG Jinshan,LIU Qin(Architecture and Civil Engineering School,UIST Baotou,Baotou 014010,China);The prediction of blasting vibration velocity by neural network[J];Journal of Baotou University of Iron and Steel Technology;2003-01
4 Ge Hongwei1,2,Liang Yanchun1,2,Liu Wei3,Gu Xiaojiong3 (1College of Computer Science and Technology,Jilin University, Changchun 130012 China) (2Key Lab. of Symbol Computation and Knowledge Engineering,The Ministry of Education, Changchun 130012 China) (3College of Mathematics,Jilin University, Changchun 130012 China);APPLICATIONS OF ARTIFICIAL NEURAL NETWORKS AND GENETIC ALGORITHMS TO ROCK MECHANICS[J];Chinese Journal of Rock Mechanics and Engineering;2004-09
5 Cai De suo (Dept. of Architeetural Engineering,Wuhan University of Hydraulic and Electric Engineering (Yichang),443002) Hu Tie song (Dept. of Hydraulic Engineering, Wuhan University of Hydraulic and Electric Engineering,430072) Zhan;Forecast Research on Effect of Vibration and Damage in Rock Mass Blasting[J];CHINESE JOUNAL OF GEOTECHNICAL ENGINEERING;1997-01
6 YAN Hong-hao,LI Xiao-jie,QU Yan-dong,OU Yang-xin(State Key Laboratory of Structural Analysis for Industrial Equipment,Dalian University of Technology,Dalian 116024,China);Fine analysis of blasting vibration velocity testing[J];Rock and Soil Mechanics;2007-10
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SONG Wen-xue~1,Lü Xiao-shi~2,CHEN Yan-bo~2(1.Anhui Technical College of Water Resources and Hydroeletric Power, Hefei 230601, China;2.NO.2 CO., Ltd, the 15th Bureau of China Railway, Jiaozuo 454000, China);Clearing high-temperature concretionary in large-sizedfurnace chamber by blasting method[J];Journal of Anhui Technical College of Water Resources and Hydroelectric Power;2005-01
2 SHEN Yu-sheng1,2,GAO Bo2,WANG Zhi-jie2,MENG Fan-jun3(1.Postdoctoral Station of Mechanics,Southwest Jiaotong University,Chengdu 610031,China;2.School of Civil Engineering,Southwest Jiaotong University,Chengdu Sichuan 610031,China;3.The 2nd Engineering Co.Ltd.of China Railway 11th Bureau Group,Shiyan,Hubei 442313,China);Effect of Blasting in Double Line Tunnel on Existing Tunnel[J];Chinese Journal of Underground Space and Engineering;2009-05
3 ZHANG Shi xiong 1,HU Jian hua 1,YANG Sheng quan 2, YIN Jia guo 3,ZHANG Xing cai 3,XIE Da wu 3,ZHAN Jian hua 3, ZOU Jian gang 3 (1.Wuhan University of Technology,Wuhan 430070,China; 2.Changsha Institute of Mining and Metallurgy,Changsha;Monitoring and Analysis of Blast Vibration in Underground Engineering[J];Blasting;2001-02
4 ZHANG Chengliang,LIANG Kaishui, TANG hai (Wuhan University of Technology, Wuhan 430070,China);Analysis of Effect of Shock-absorption in Presplit Blasting[J];Blasting;2003-02
5 XU Hailiang1,ZHANG Jichun1,GUO Jianqun1,2 (1.School of Civil Engineering, Southwest Jiaotong University, Chengdu 610031, China; 2.The Second Engineering Co, China Railway the First Bureau Group Co, Tangshan 063004, China);Investigation on Formula of Predicting the Particle Vibration Velocity in Drilling Blasting[J];Blasting;2003-03
6 SHENG Jian-long,ZHAO Jian-hai (College of Chemical Engineering,Resources and Envieronment, Wuhan 430081,China);Model of Neural Network Forecasting the Deformation of Surrounding Rock in Tunnel[J];Blasting;2005-01
7 LIU Yong-sheng,YANG Xiao-lin,XIE Hua-gang(Henan Polytechnic University,Jiaozuo 454003,China);Test of Reducing the Blasting Gas Temperature and Its Analytical Calculations under Different Mediums[J];Blasting;2005-04
8 XIE Hua-gang,LIANG Wei-min,HE Jun,LIU Yong-sheng(Henan Polytechnic University,Jiaozuo 454003,China);Application of Air Deck and Short-delay Blasting in Demolishing Buildings[J];Blasting;2005-04
9 XIE Hua-gang,LIANG Wei-min,YANG Xiao-lin,LIU Yong-sheng,WEN Sen(Henan Polytechnic University,Jiaozuo 454003,China);Experimental Study of Complex Slotted Charge Blasting[J];Blasting;2006-01
10 WU Chun-ping,ZHONG Dong-wang,WANG Yang(College of Science,Wuhan University of Science and Technology,Wuhan 430081,China);Blasting Mechanism Analyzed by Dynamic Photoelastic Experiment[J];Blasting;2006-01
China Proceedings of conference Full-text Database 10 Hits
1 ;The Research of Practical Experiment on the Air-space Interval Blasting[A];[C];2008
2 ;The Application of Speedy Drivage in Rock Tunnel Diphead Construction[A];[C];2008
3 ;The Analysis of Constructing Control and Management in Chamber Blasting Project[A];[C];2008
4 ;Safety Technique of Destroying the Discarded Bombs by Blasting Method[A];[C];2008
5 LIU Hong-yan,QIN Si-qing,LI Hou-en,MA Ping,SUN Qiang (Key Laboratory of Engineering Geomechanics,Instiute of Geology and Geophysics,Chinese Academy of Sciences,Beijing 100029,China );Simulation of impact failure of rock by numerical manifold method[A];[C];2008
6 LIU Hong-yan~(1*),QIN Si-qing~1,YANG Jun~2 (1.Key Laboratory of Engineering Geomechanics,Institute of Geology and Geophysics, Chinese Academy of Sciences,Beijing 100029,China; 2.State Key Laboratory of Blasting Science and Technology, Beijng Institute of Technology,Beijing 100081,China);Simulation of rock failure by numerical manifold method under blasting load[A];[C];2008
7 Ma Jianxing~1 Ma Qiang~2 (1.Inner Mongolia University of Science and Technology;2.Zhejiang Chinese Medicine University);Research on Optimization of Blasting Parameters in Majiata Opencast Mine[A];[C];2009
8 Zhang Peiping~1 Bai Zedong~2 Gao Wenle~1 Li Zhen~1 (1.College of Civil Engineering and Architecture,Shandong University of Science and Technology,Qingdao 266510; 2.Shandong Provincial Architectural Design Institute,Tai'an 271000);Demolishing a Large Length-width Ratio Building Divisional by Directional Blasting in Complex Circumstance[A];[C];2008
9 Bi Weiguo Gao Qiuye (Shandong University of Science And Technology,Qingdao 266510);The Construction Technology of the Open-pit Deep Hole Blasting under the Different Surroundings[A];[C];2008
10 Lin Xinli Li Yuanyuan (Shandong University of Science and Technology,Qingdao 266510);General Description about the Controlling Methods of Hazardous Blasting Effects[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Jie tao, WANG Jian zhong, GUO Xue bin (Southwest University of Science and Technology, Mianyang 621002, Sichuan, China);MEASUREMENT AND ANALYSIS OF BLASTING PARTICLE VIBRATION IN ADJACENT AREA OF ZONE[J];Journal of Safety and Environment;2003-02
2 Qiao Chunsheng Zhang Qing Huang Xiuyun (College of Civil Engineering and Architecture, Northern Jiaotong University,Beijing 100044);A New Method for Estimating Mechanical Parameters of Rock Mass[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1999-04
3 Xu Quanjun;Zhang Qingming;Yun Shourong (Department of Engineering Safety,Beijing Institute of Technology,Beijing 10008);Neural Network Model for Forecasting Peak Acceleration of Blasting Vibration[J];Journal of Beijing Institute of Technology;1998-04
4 ZHANG Shi xiong 1, YANG Ming liang 2, YIN Jia guo 3 ZHANG Xing cai 3, XIE Da wu 3, ZOU Jian gang 3 ( 1. Wuhan Univesity of Technology, Wuhan,Hubei, 430070, China 2.Wuhan Rock Soil Research Institute, Wuhan,Hubei, 430071, China 3.Daye Iron;An Empirical Formula of Calculating the Vibrating Intensity of Explosive Wave and Its Application in Mining[J];BLASTING;2000-03
5 XU Hailiang1,ZHANG Jichun1,GUO Jianqun1,2 (1.School of Civil Engineering, Southwest Jiaotong University, Chengdu 610031, China; 2.The Second Engineering Co, China Railway the First Bureau Group Co, Tangshan 063004, China);Investigation on Formula of Predicting the Particle Vibration Velocity in Drilling Blasting[J];Blasting;2003-03
6 PENG De-hong(Department of Civil Engineering,Yiwu Industrial and Commercial College,Yiwu 322000,China);Test and Analysis of Blasting Vibration in Exploition of Stone in a Stone Materials Factory[J];Blasting;2005-04
7 DU Han-qing(The First Engineering Co Ltd of Gezhouba Group,Yichang 443002,China);Experimentally Study on the Attenuation Law of Blasting Vibration[J];Blasting;2007-03
8 Liu Hui (China Academy of Railway Sciences, Beijing, 100081);Study Progress of Influence of Nearby Blasting on A Tunnel[J];BLASTING;1999-01
9 Zhang Jichun Niu Qiang Xu Xiaohe(Northeast University of Technology, Shenyang, 110006);DETERMINATION OF PRINCIPAL FACTORS AFFECTING THE QUALITY OF ROCK BLASTING WITH GREY CORRELATION ANALYSIS[J];Explosion and Shock Waves;1993-03
10 Wang Mingshou a, Guo Qinghai b ( a .Sichuan Union University,Chengdu,610065) ( b .Zhenzhou University,Zhenzhou,450002);REGRESSION ANALYSIS OF BLASTING VIBRATIONAL VELOCITY BY THE DOUBLE RANDOM VARIABLE METHOD[J];EXPLOSION AND SHOCK WAVES;1998-03
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