基于改进MP-WVD算法的核电厂建设爆破振动信号处理方法

梅比 汪旭光 杨仁树

梅比, 汪旭光, 杨仁树. 基于改进MP-WVD算法的核电厂建设爆破振动信号处理方法[J]. 爆炸与冲击, 2019, 39(4): 045201. doi: 10.11883/bzycj-2018-0055
引用本文: 梅比, 汪旭光, 杨仁树. 基于改进MP-WVD算法的核电厂建设爆破振动信号处理方法[J]. 爆炸与冲击, 2019, 39(4): 045201. doi: 10.11883/bzycj-2018-0055
MEI Bi, WANG Xuguang, YANG Renshu. Blasting vibration signal analysis technology of construction of nuclear power plant based on improved MP-WVD algorithm[J]. Explosion And Shock Waves, 2019, 39(4): 045201. doi: 10.11883/bzycj-2018-0055
Citation: MEI Bi, WANG Xuguang, YANG Renshu. Blasting vibration signal analysis technology of construction of nuclear power plant based on improved MP-WVD algorithm[J]. Explosion And Shock Waves, 2019, 39(4): 045201. doi: 10.11883/bzycj-2018-0055

基于改进MP-WVD算法的核电厂建设爆破振动信号处理方法

doi: 10.11883/bzycj-2018-0055
基金项目: 国家自然科学基金(51808554)
详细信息
    作者简介:

    梅 比(1981- ),男,博士,高级工程师,blastmei2017@163.com

  • 中图分类号: O389

Blasting vibration signal analysis technology of construction of nuclear power plant based on improved MP-WVD algorithm

  • 摘要: 针对爆破施工产生的振动问题,结合现有信号分析方法优缺点,引入MP-WVD组合算法解决信号分析过程中交叉项干扰问题,可提高时频分辨率,满足精确提取核电爆破振动响应信号时频分布特征的需求;将HHT算法引入MP算法数据的预处理,成功降低了MP算法运算复杂度,可为大数据量分析奠定基础。运用该算法对漳州核电一期工程场地平整土石方爆破工程振动监测信号进行分析,精确提取了爆破振动信号的时频特征。
  • 图  1  分解过程示意图

    Figure  1.  Schematic diagram of decomposition process

    图  3  WVD时频分布图

    Figure  3.  WVD time-frequency distribution

    图  2  示例信号x(t)

    Figure  2.  Example signal x(t)

    图  4  MP算法分解结果

    Figure  4.  Decomposition results of MP algorithm

    图  5  各个子波的WVD分布

    Figure  5.  WVD distribution of each wavelet

    图  6  子波分解的WVD时频分布图

    Figure  6.  WVD time-frequency distribution of wavelet decomposition

    图  7  程序框图

    Figure  7.  Program diagram

    图  8  原始信号

    Figure  8.  Original signal

    图  9  子波集合

    Figure  9.  Collection of wavelets

    图  10  滤波效果对比

    Figure  10.  Comparison of filtering effects

    图  11  MP-WVD算法结果

    Figure  11.  Result of MP-WVD algorithm

    图  12  小波变换结果

    Figure  12.  Result of wavelet transform

    图  13  水平径向分量(X轴)

    Figure  13.  Horizontal radial component

    图  14  水平切向分量(Y轴)

    Figure  14.  Horizontal tangential component

    图  15  瞬时能量谱

    Figure  15.  Instantaneous energy spectrum

    图  16  频率边际谱

    Figure  16.  Marginal spectrum

    图  17  南山村测点数据分析结果

    Figure  17.  Data analysis result of Nanshan village

    图  18  人家村测点数据分析结果

    Figure  18.  Data analysis result of Renjia village

    表  1  两种方法所用机时对比

    Table  1.   Comparison of machine time between two methods

    合成信号类型信号波形传统 MP 所用机时/s改进 MP 所用机时/s
    单正弦96.111.90
    双正弦77.131.90
    三正弦82.961.71
    典型爆破振动信号82.081.58
     注:信号长度,N=512,残差截断阈值,σ=0.05,CPU 型号,Intel Core i7-4710MQ,主频 2.5~3.1 GHz。
    下载: 导出CSV

    表  2  爆破参数表

    Table  2.   Blasting parameters

    孔径/mm孔数孔深/m孔距/m排距/m抵抗线/m孔药量/kg段药量/kg总药量/kg
    1154713.05.53.22.285.0170.03 984
    下载: 导出CSV
  • [1] 方群才, 郑国纲. 漳州核电厂一期工程厂址区域核应急方案编制介绍 [J]. 科技传播, 2016, 8(5): 168–169. DOI: 10.16607/j.cnki.1674-6708.2016.05.097

    FANG Quncai, ZHENG Guogang. Introduction of nuclear emergency plan for site area of phase I project of Zhangzhou nuclear power plant [J]. Public Communication of Science and Technology, 2016, 8(5): 168–169. DOI: 10.16607/j.cnki.1674-6708.2016.05.097
    [2] 郭涛, 方向, 谢全民, 等. 频率切片小波变换在爆破振动信号时频特征精确提取中应用 [J]. 振动与冲击, 2013, 32(22): 73–78. DOI: 10.13465/j.cnki.jvs.2013.22.011

    GUO Tao, FANG Xiang, XIE Quanmin, et al. Application of FSWT in accurate extraction of time-frequency features for blasting vibration signals [J]. Journal of Vibration and Shock, 2013, 32(22): 73–78. DOI: 10.13465/j.cnki.jvs.2013.22.011
    [3] 马华原, 龙源, 郭涛. 田湾核电站基础开挖爆破振动检测与数据分析 [J]. 爆破, 2015, 32(3): 85–90 doi: 10.3963/j.issn.1001-487X.2015.03.015

    MA Huayuan, LONG Yuan, GUO Tao. Monitoring and analysis of blasting vibration of foundation excavation of tianwan nuclear power Plant [J]. Blasting, 2015, 32(3): 85–90 doi: 10.3963/j.issn.1001-487X.2015.03.015
    [4] 李夕兵, 张义平, 左宇军, 等. 岩石爆破振动信号的EMD滤波与消噪 [J]. 中南大学学报(自然科学版), 2006(1): 150–154 doi: 10.3969/j.issn.1672-7207.2006.01.029

    LI Xibing, ZHANG Yiping, ZUO Yujun, et al. EMD filtering and denoising of rock blasting vibration signal [J]. Journal of Central South University (Science and Technology), 2006(1): 150–154 doi: 10.3969/j.issn.1672-7207.2006.01.029
    [5] 魏新江, 谢超, 丁玉琴. 基于平均频率和HHT变换的隧道爆破震动信号研究 [J]. 矿业研究与开发, 2017, 37(7): 13–18

    WEI Xinjiang, XIE Chao, DING Yuqin. Study on the signals of tunnel blasting vibration based on average frequency and HHT method [J]. Mining Research and Development, 2017, 37(7): 13–18
    [6] 周辉, 龙源, 钟明寿, 等. 基于双参数MP算法的不同孔深爆炸地震波特性研究 [J]. 振动与冲击, 2016, 35(18): 76–81. DOI: 10.13465/j.cnki.jvs.2016.18.013

    ZHOU Hui, LONG Yuan, ZHONG Mingshou, et al. Characteristics analysis of explosion seismic waves with different hole depth based on the method of double parameters matching pursuit [J]. Journal of Vibration and Shock, 2016, 35(18): 76–81. DOI: 10.13465/j.cnki.jvs.2016.18.013
    [7] 贾亚飞, 朱永利, 王刘旺. 基于VMD和Wigner-Ville分布的局放信号时频分析 [J]. 系统仿真学报, 2018, 30(2): 569–578

    JIA Yafei, ZHU Yongli, WANG Liuwang. Time-frequency analysis of partial discharge signal based on VMD and Wigner-Ville distribution [J]. Journal of System Simulation, 2018, 30(2): 569–578
    [8] 井爱雯, 刘云, 马轶丽. 基于MP算法的语音信号稀疏分解 [J]. 计算机工程与应用, 2009, 45(5): 144–146 doi: 10.3778/j.issn.1002-8331.2009.05.042

    JING Aiwen, LIU Yun, MA Yili. Speech signal sparse decomposition based on matching pursuit algorithm [J]. Computer Engineering and Applications, 2009, 45(5): 144–146 doi: 10.3778/j.issn.1002-8331.2009.05.042
    [9] 张汛汛, 张繁昌, 刘汉卿. 基于快速匹配追踪算法的地震道集剩余时差校正 [J]. 石油物探, 2015, 54(4): 420–426 doi: 10.3969/j.issn.1000-1441.2015.04.008

    ZHANG Xunxun, ZHANG Fanchang, LIU Hanqing. Seismic gathers residual moveout correction based on fast matching pursuit algorithm [J]. Geophysical Prospecting for Petroleum, 2015, 54(4): 420–426 doi: 10.3969/j.issn.1000-1441.2015.04.008
    [10] 蒋雷龙, 曾小平, 汪胜金, 等. 台山核电厂安全控制爆破技术研究 [J]. 铁道科学与工程学报, 2010, 7(5): 122–125 doi: 10.3969/j.issn.1672-7029.2010.05.024

    JIANG Leilong, ZENG Xiaoping, WANG Shengjin, et al. Research on safety control blasting technology of Taishan nuclear power plant [J]. Journal of Railway Science and engineering, 2010, 7(5): 122–125 doi: 10.3969/j.issn.1672-7029.2010.05.024
    [11] 范兴利, 成谷. 基于Morlet小波尺度参数寻优的匹配追踪时频分析 [J]. 中山大学学报(自然科学版), 2014, 53(6): 85–92

    FAN Xingli, CHENG Gu. Matching pursuit time-frequency analysis based on morlet wavelet scale parameter optimization [J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2014, 53(6): 85–92
    [12] 钟明寿, 周辉, 刘影, 等. 基于改进匹配追踪算法的化爆地震波信号时频特征提取 [J]. 爆炸与冲击, 2017, 37(6): 931–938

    ZHONG Mingshou, ZHOU Hui, LIU Ying, et al. Time-frequency analysis of explosion seismic signal based on improved matching pursuit [J]. Explosion and Shock Waves, 2017, 37(6): 931–938
    [13] 魏建国, 张忠, 张心斌. 核电站筏基大体积混凝土温控监测及仿真分析 [J]. 工业建筑, 2017, 37(6): 931–938

    WEI Jianguo, ZHANG Zhong, ZHANG Xinbin. Temperature-controlling monitoring and emulation analysis of mass-concrete of raft foundation of nuclear power plant [J]. Industrial Construction, 2017, 37(6): 931–938
    [14] 方群才, 郑国纲. 漳州核电厂一期工程厂址区域核应急方案编制介绍 [J]. 科技传播, 2016, 8(5): 168–169

    FANG Quncai, ZHENG Guogang. Introduction of regional nuclear emergency plan for Zhangzhou nuclear power plant phase I project site [J]. Public Communication of Science & Technology, 2016, 8(5): 168–169
    [15] 杨真真, 杨震, 孙林慧. 信号压缩重构的正交匹配追踪类算法综述 [J]. 信号处理, 2013, 29(4): 486–496 doi: 10.3969/j.issn.1003-0530.2013.04.011

    YANG Zhenzhen, YANG Zhen, SUN Linhui. A survey on orthogonal matching pursuit type algorithms for signal compression and reconstruction [J]. Journal of Signal Processing, 2013, 29(4): 486–496 doi: 10.3969/j.issn.1003-0530.2013.04.011
    [16] 孙强, 王梦晓, 徐玉山, 等. 岩巷爆破振动信号的HHT分析与应用[J]. 工程爆破, 2016, 22(1): 1-7.

    SUN Qiang, WANG Mengxiao, XU Yushan, et al. HHT analysis and application of blasting vibration in rock roadway excavation [J]. Engineering Blasting, 2016, 22 (1): 1-7.
  • 加载中
图(18) / 表(2)
计量
  • 文章访问数:  4716
  • HTML全文浏览量:  1817
  • PDF下载量:  58
  • 被引次数: 0
出版历程
  • 收稿日期:  2018-02-09
  • 修回日期:  2018-03-19
  • 网络出版日期:  2019-03-25
  • 刊出日期:  2019-04-01

目录

    /

    返回文章
    返回