基于神经网络的炸药与岩石匹配的研究
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摘要
文章基于MATLAB神经网络工具箱平台,利用BP神经网络建立炸药岩石匹配模型,并根据工程实践中收集的数据和文献中的经典数据作为网络模型的学习训练和检验样本,从岩石爆破特性和爆破效果等因素出发来预测炸药爆炸特性和爆破设计参数,并结合某工程实例数据为输入值对模型进行检验,得到输出值预测误差均在10%以下,仿真效果较好。证明本模型对工程爆破实践有一定的指导意义和参考价值,并为炸药岩石匹配问题的研究提供了较好的思路。
Based on the platform of MATLAB neural network toolbox,this paper presents a matching between Explosive performance and rock strength by using the BP neural network,then taking the data gathered from engineering practice and literatures as the training and check sample,and considering the blast performance and effect of rock,forecasts the blast performance and design parameters of explosives,finally taking the data gathered from an engineering project and the input,obtains that the output value and the forecasted errors are below 10% So the simulation result is fine.It proves that the model makes a certain guidance and reference for blasting projects,as well as provides a better idea for the study on explosives matching.
Based on the platform of MATLAB neural network toolbox,this paper presents a matching between Explosive performance and rock strength by using the BP neural network,then taking the data gathered from engineering practice and literatures as the training and check sample,and considering the blast performance and effect of rock,forecasts the blast performance and design parameters of explosives,finally taking the data gathered from an engineering project and the input,obtains that the output value and the forecasted errors are below 10% So the simulation result is fine.It proves that the model makes a certain guidance and reference for blasting projects,as well as provides a better idea for the study on explosives matching.
引文
(1)张奇.岩石与炸药匹配关系的能量分析(J).矿冶工程,1990(1):13-16.
(2)何晓光,张敢生.爆破地震安全判据探讨(J).辽宁科技学院学报,2005,7(2):26-28.
(3)周开利,康耀红.神经网络模型及其MALLAB仿真程序设计(M).北京:清华大学出版社,2004.
(4)余亚伦.工程爆破理论与技术(M).北京:冶金工业出版社,2004.
(5)叶海旺.基于模糊神经网络的炸药与岩石匹配优化系统研究(J).爆破器材,2005,34(3):5-7.
(6)谢贤平,谢源.分形理论与岩石爆破块度的预报研究(J).工程爆破,1995,8(1):55-58.
(7)王祥厚,李程远.用神经网络建立台阶爆破块度的预测(J).贵州工业大学学报,2001,30(5):8-12.
(8)张铃,张钹.人工神经网路理论及应用(M).浙江:浙江科学技术出版社,1997.
(9)姚金阶,朱以文.岩体爆破参数设计的神经网络模型(J).爆破,2005,22(2):34-37.
(2)何晓光,张敢生.爆破地震安全判据探讨(J).辽宁科技学院学报,2005,7(2):26-28.
(3)周开利,康耀红.神经网络模型及其MALLAB仿真程序设计(M).北京:清华大学出版社,2004.
(4)余亚伦.工程爆破理论与技术(M).北京:冶金工业出版社,2004.
(5)叶海旺.基于模糊神经网络的炸药与岩石匹配优化系统研究(J).爆破器材,2005,34(3):5-7.
(6)谢贤平,谢源.分形理论与岩石爆破块度的预报研究(J).工程爆破,1995,8(1):55-58.
(7)王祥厚,李程远.用神经网络建立台阶爆破块度的预测(J).贵州工业大学学报,2001,30(5):8-12.
(8)张铃,张钹.人工神经网路理论及应用(M).浙江:浙江科学技术出版社,1997.
(9)姚金阶,朱以文.岩体爆破参数设计的神经网络模型(J).爆破,2005,22(2):34-37.
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