[1]唐胜利,唐皓,郭辉.基于BP神经网络的空洞型采空区稳定性评价研究[J].西安科技大学学报,2012,(02):234-238.
 TANG Sheng-li,TANG Hao,GUO Hui.Stability evaluation of empty mine goaf based on BP neural network[J].Journal of Xi'an University of Science and Technology,2012,(02):234-238.
点击复制

基于BP神经网络的空洞型采空区稳定性评价研究(/HTML)
分享到:

西安科技大学学报[ISSN:1672-9315/CN:61-1434/N]

卷:
期数:
2012年02期
页码:
234-238
栏目:
出版日期:
2012-04-29

文章信息/Info

Title:
Stability evaluation of empty mine goaf based on BP neural network
文章编号:
1672-9315(2012)02-0234-05
作者:
唐胜利1唐皓2郭辉3
1.西安科技大学 地质与环境学院,陕西 西安 710054; 2.长安大学 地质工程与测绘学院,陕西 西安 710054; 3.中国煤炭科工集团 西安研究院,陕西 西安 710054
Author(s):
TANG Sheng-li1TANG Hao2GUO Hui3
1.College of Geology and Environment,Xi'an University of Science and Technology,Xi'an 710054,China; 2.Shool of Geologe Engineering and Geomatics,Chang'an Unversity,Xi'an 710054,China; 3.Xi'an Research Institute of China Coal Technology and Enineering Group.Corp,Xi'an 710077,China
关键词:
空洞型 采空区 BP神经网络 稳定性 评价
Keywords:
empty mine goaf BP neural network stability evaluation
分类号:
TD 325
文献标志码:
A
摘要:
通过分析空洞型采空区稳定性的影响因素,依照BP神经网络原理,构建出适合空洞型采空区稳定性评价的BP神经网络模型。再通过收集到的空洞型采空区稳定性样本对所构建的BP神经网络进行训练,得出空洞型采空区稳定性评价BP神经网络模型,并应用检测样本测试其准确性。并以陕北讨老乌素煤矿采空区为例,应用训练好的BP神经网络模型对其进行预测评价,最终得到了与实际情况吻合的结果。
Abstract:
A BP neural network model for evaluation of stability of empty mine goaf was built based on the theory of BP neural network through analysis on the influence factors of empty mine goaf. The BP neural network model was trained by collected samples of empty mine goaf and the logical parameters of BP neural network were acquired and tested by the testing samples for accuracy.Taking Taolaowusu mine goaf as an example, through evaluating its stability with the trained BP neural network,the result identical with actual situation was got.

参考文献/References:

[1] 童立元,刘松玉,邱 钰.高速公路下伏采空区危害性评价与处治技术[M].南京:东南大学出版社,2006.
TONG Li-yuan,LIU Song-yu,QIU yu.The risk evaluation and treatment technology for expressway underlaying golf[M].Nanjing:Southeast University Press,2006.
[2] 周开利,康耀红.神经网络模型极其MATLAB仿真程序设计[M].北京:清华大学出版社,2005.
ZHOU Kai-li,KANG Yao-hong.Neural network model and MATLAB simulation program design[M].Beijing:Tsinghua University Press,2005.
[3] 闻 新,周 露,王丹力,等.MATLAB神经网络应用设计[M].北京:科学出版社,2000.
WEN Xin,ZHOU Lu,WANG Dan-li,et al. MATLAB neural network design[M].Beijing:Science Press,2000.
[4] 张良均,曹 晶,蒋世忠.神经网络实用教程[M].北京:机械工业出版社,2008.
ZHANG Liang-jun,CAO Jing,JIANG Shi-zhong.Neural network practical course[M].Beijing:Machinery Industry Press,2008.
[5] 徐佩华.基于人工神经网络方法的锦屏一级水电站枢纽区高边坡稳定性分区研究[D].长春:吉林大学,2006.
XU Pei-hua. A Study on the demarcation of high slope stability of step one hydro-junction in Jingping by artificial neural network[D].Changchun:Jilin University,2006.
[6] 罗一忠.大面积采空区失稳的重大危险源辨识[D].长沙:中南大学,2005.
LUO Yi-zhong.Major hazard source identification of widerspread mined-out area instability[D].Changsha,Central South University,2005.
[7]丁陈建,汪吉林.神经网络法的采空区地基稳定性评价[J].采矿与安全工程学报,2009,26(2):208-211.
DING Chen-jian,WANG Ji-ling. Using artificial neural network to assess the stability of goaf foundation[J].Journal of Mining and Safety Engineering,2009,26(2):208-211.
[8]张宏贞,邓碦中,刘洪义.老采空区残余下沉系数的神经网络模型研究[J].采矿与安全工程学报,2009,26(3):322-326.
ZHANG Hong-zhen,DENG Ke-zhong,LIU Hong-yi. Artificial neural network model for predicting residual subsidence coefficient of abandoned mine goaf[J].Journal of Mining and Safety Engineering,2009,26(3):322-326.
[9]王 志,郭 勇.基于BP神经网络的非煤地下矿山安全评价模型[J].中国安全科学学报,2009,19(2):124-128.
WANG Zhi,GUO Yong. Safety assessment model of underground non-coal mine based on BP neural network[J].China Safety Science Journal,2009,19(2):124-128.
[10]蒋元平,胡晓炎.用人工神经网络模拟土体塌陷的可行性分析[J].长江大学学报,2007,4(2):101-103.
JIANG Yuan-ping,HU Xiao-yan. Feasibility study on soil collapse simulation with artificial neural network model[J].Journal of Yangtze University(Natural Science Edition)Sci & Eng V.,2007,4(2):101-103.

相似文献/References:

[1]于志金,翟小伟,马灵军,等.工作面回撤期间煤自燃高温区域演化规律模拟[J].西安科技大学学报,2016,(05):628.[doi:10.13800/j.cnki.xakjdxxb.2016.0504]
 YU Zhi-jin,ZHAI Xiao-wei,MA Ling-jun,et al.Evolutional law simulation of high temperature zone of coal spontaneous combustion during retreating period of mining face[J].Journal of Xi'an University of Science and Technology,2016,(02):628.[doi:10.13800/j.cnki.xakjdxxb.2016.0504]
[2]马 砺,王伟峰,邓 军,等.液态CO2防治采空区自燃应用工艺流程模拟[J].西安科技大学学报,2015,(02):152.[doi:10.13800/j.cnki.xakjdxxb.2015.0203]
 MA Li,WANG Wei-feng,DENG Jun,et al.Simulation of application technological process of liquid carbon dioxide for goaf fire prevention and control[J].Journal of Xi'an University of Science and Technology,2015,(02):152.[doi:10.13800/j.cnki.xakjdxxb.2015.0203]
[3]张俭让,陈 伟,张 荃.高抽巷瓦斯抽采对工作面安全开采的影响分析[J].西安科技大学学报,2016,(01):13.
 ZHANG Jian-rang,CHEN Wei,ZHANG Quan.Safety mining in working face with high drainage roadway[J].Journal of Xi'an University of Science and Technology,2016,(02):13.
[4]李 真,褚洪涛,王 宇.露天开采下伏采空区顶板控制研究[J].西安科技大学学报,2015,(03):313.
 LI Zhen,CHU Hong-tao,WANG Yu.Research on goaf roof control under open pit mining[J].Journal of Xi'an University of Science and Technology,2015,(02):313.
[5]黄庆享,贺雁鹏,周海丰.榆家梁煤矿多煤层开采矿压显现规律研究[J].西安科技大学学报,2017,(01):21.[doi:10.13800/j.cnki.xakjdxxb.2017.0104]
 HUANG Qing-xiang,HE Yan-peng,ZHOU Hai-feng.Roof pressure of multiple coal seams mining in Yujialiang mine[J].Journal of Xi'an University of Science and Technology,2017,(02):21.[doi:10.13800/j.cnki.xakjdxxb.2017.0104]
[6]邓 军,习红军,翟小伟,等.煤矿采空区液态CO2灌注防灭火关键参数研究[J].西安科技大学学报,2017,(05):605.[doi:10.13800/j.cnki.xakjdxxb.2017.0501]
 DENG Jun,XI Hong-jun,ZHAI Xiao-wei,et al.Key parameters of liquid CO2 perfusion for fire control in coal mine goaf[J].Journal of Xi'an University of Science and Technology,2017,(02):605.[doi:10.13800/j.cnki.xakjdxxb.2017.0501]
[7]蒋丽萍,张新战,蓝海东,等.乌东煤矿45#急倾斜煤层采空区与水患探测分析[J].西安科技大学学报,2012,(05):556.
 JIANG Li-ping,ZHANG Xin-zhan,LAN Hai-dong,et al.Detection and analysis of goaf and flood in Wudong coal mine with 45# steep coal seam[J].Journal of Xi'an University of Science and Technology,2012,(02):556.
[8]罗振敏,郝 苗,苏 彬,等.采空区瓦斯运移规律实验及数值模拟[J].西安科技大学学报,2020,(01):31.
 LUO Zhen-min,HAO Miao,SU Bin,et al.Experiments and numerical simulation researchon gas migration in goaf[J].Journal of Xi'an University of Science and Technology,2020,(02):31.

备注/Memo

备注/Memo:
收稿日期: 2011-12-10
通讯作者: 唐胜利(1963-),男,四川成都人,教授,主要从事地质工程,钻探工程及钻具研发等工作.
更新日期/Last Update: 1900-01-01