基于OVMD-MPE算法的隧道爆破振动数据降噪分析Noise Reduction Analysis of Tunnel Blasting Vibration Data based on OVMD-MPE Algorithm
王双,赵文清,赵事成,郝广伟,龙福中,苏晖
摘要(Abstract):
受隧道爆破复杂环境和仪器电磁干扰等因素的影响,实测爆破振动信号多含有高频噪声,通过直接分析原始信号不能有效分析爆破振动规律。为获得真实的爆破振动特征,采用基于最优变分模态分解(OVMD)和多尺度排列熵(MPE)相结合的信号光滑降噪模型,通过仿真叠加信号和工程实测信号进行检验。首先将信号进行OVMD分解得到带限固有模态函数(BIMF),然后将大于MPE设定阈值的高频BIMF作为噪声剔除,最后重构剩余BIMF分量,得到降噪信号。结果表明:OVMD-MPE模型能精确识别信号的频率信息,前两阶分量能有效反映叠加信号的有效成分,适用高精度数据序列分析,提取数据序列特征;相较EEMD-MPE和CEEMDAN-MPE模型,OVMD-MPE模型具备更优降噪性能,降噪误差比、均根方误差和光滑度分别提升22.05%、48%和33.34%,去噪后曲线更贴近原始信号,更适用不同震源距离的爆破信号分析;双子山隧道右线施工时产生的爆破扰动集中于200 Hz以下的中低频段,双子山隧道衬砌结构的固有频率与爆破信号频率相仿,需采取减震措施确保隧道工程的施工安全。
关键词(KeyWords): 隧道工程;爆破振动;OVMD;MPE;信号降噪
基金项目(Foundation): 2021年度矿山地下工程教育部工程研究中心开放基金资助项目(JYBGCZX2021102)~~
作者(Author): 王双,赵文清,赵事成,郝广伟,龙福中,苏晖
参考文献(References):
- [1] 梁琨,王树欣,张宪堂,等.大跨度小净距隧道爆破振动响应研究[J].爆破,2021,38(2):67-72,159.[1] LIANG Kun,WANG Shu-xin,ZHANG Xian-tang,et al.Response of large-span tunnel to blasting vibration of small clear spacing tunnel excavation[J].Blasting,2021,38(2):67-72,159.(in Chinese)
- [2] 董鑫,李国龙,何坤,等.谱图小波阈值降噪及其在滚刀主轴振动信号分析中的应用[J].机械工程学报,2020,56(11):96-107.[2] DONG Xin,LI Guo-long,HE Kun,et al.Spectral graph wavelet threshold denoising and its application to vibration signal analysis for hob spindle[J].Journal of Mechanical Engineering,2020,56(11):96-107.(in Chinese)
- [3] 徐朗,蔡德所.基于最小二乘平滑滤波与CEEMDAN的光纤陀螺信号处理研究[J].振动与冲击,2020,39(10):269-278.[3] XU Lang,CAI De-suo.Research on signal processing of fiber optic gyroscope based on least square smooth filtering and CEEMDAN[J].Journal of Vibration and Shock,2020,39(10):269-278.(in Chinese)
- [4] 朱瑞金,龚雪娇,张娟娟.基于EEMD-MPE-LSSVM的光伏发电功率预测[J].中国测试,2021,47(9):158-162.[4] ZHU Rui-jin,GONG Xue-jiao,ZHANG Juan-juan.Forecast of photovoltaic power generation based on EEMD-MPE-LSSVM[J].China Measurement & Test,2021,47(9):158-162.(in Chinese)
- [5] 鲁铁定,谢建雄.EEMD-多尺度排列熵的GPS高程时间序列降噪方法[J].大地测量与地球动力学,2021,41(2):111-115,220.[5] LU Tie-ding,XIE Jian-xiong.Denoising method of GPS height time series based on EEMD-multi-scale permutation entropy[J].Geodesy and Geodynamics,2021,41(2):111-115,220.(in Chinese)
- [6] 王伯昕,杨海涛,王清,等.基于补充改进集合经验模态分析法-多尺度排列熵分析桥梁振动信号优化滤波方法[J].吉林大学学报(工学版),2020,50(1):216-226.[6] WANG Bo-xin,YANG Hai-tao,WANG Qing,et al.Bridge vibration signal optimization filtering method based on improved CEEMD-multi-scale permutation entropy analysis[J].Journal of Jilin University(Engineering and Technology Edition),2020,50(1):216-226.(in Chinese)
- [7] 丁承君,冯玉伯,王曼娜.基于变分模态分解与深度卷积神经网络的滚动轴承故障诊断[J].振动与冲击,2021,40(2):287-296.[7] DING Cheng-jun,FENG Yu-bo,WANG Man-na.Rolling bearing fault diagnosis using variational mode decomposition and deep convolutional neural network[J].Journal of Vibration and Shock,2021,40(2):287-296.(in Chinese)
- [8] 姚家驰,向阳,钱思冲,等.基于变分模态分解和鲁棒性独立成分分析的内燃机缸盖振动信号分离[J].中国机械工程,2018,29(8):923-929,936.[8] YAO Jia-chi,XIANG Yang,QIAN Si-chong,et al.Cylinder head vibration signals separation of internal combustion engines based on VMD and robustICA[J].China Mechanical Engineering,2018,29(8):923-929,936.(in Chinese)
- [9] 付文龙,周建中,张勇传,等.基于OVMD与SVR的水电机组振动趋势预测[J].振动与冲击,2016,35(8):36- 40.[9] FU Wen-long,ZHOU Jian-zhong,ZHANG Yong-chuan,et al.Vibration trend prediction of hydroelectric generating unit based on OVMD and SVR[J].Journal of Vibration and Shock,2016,35(8):36- 40.(in Chinese)
- [10] 陈维兴,孙习习.OVMD-MPE群稀疏全变分去噪算法研究[J].计量学报,2022,43(1):48-56.[10] CHEN Wei-xing,SUN Xi-xi.Reasearch on OVMD-MPE group sparsity total variational denoising algorithm[J].Acta Metrologica Sinica,2022,43(1):48-56.(in Chinese)
- [11] ALI M,KHAN A,REHMAN N U.Hybrid multiscale wind speed forecasting based on variational mode decomposition[J].International Transactions on Electrical Energy Systems,2018,28(1):1-21.
- [12] 苟倩倩,赵明生,张光熊,等.基于MEEMD分解的楔形掏槽爆破振动信号分析[J].矿业研究与开发,2019,39(10):11-15.[12] GOU Qian-qian,ZHAO Ming-sheng,ZHANG Guang-xiong,et al.Analysis on blasting vibration signal in wedge-shaped cut based on MEEMD decomposition[J].Mining Research and Development,2019,39(10):11-15.(in Chinese)
- [13] 王海龙,李云赫,赵岩.k值优化VMD-小波包分析联合降噪方法在隧道爆破信号中的应用[J].爆破器材,2021,50(5):50-57.[13] WANG Hai-long,LI Yun-he,ZHAO Yan.Application of denoising method of k-value optimized VMD combined with wavelet packet analysis in tunnel blasting signal[J].Explosive Materials,2021,50(5):50-57.(in Chinese)
- [14] 闫祥海,周志立,李忠利.拖拉机动力输出轴载荷经验模态分解软阈值降噪研究[J].西安交通大学学报,2019,53(5):67-72,122.[14] YAN Xiang-hai,ZHOU Zhi-li,LI Zhong-li.Study on the noise reduction of tractor power take-off load by empirical mode decomposition soft-threshold method[J].Journal of Xi′an Jiaotong University,2019,53(5):67-72,122.(in Chinese)
- [15] 刘霞,宋启航.CEEMDAN自适应阈值去噪算法在地震方向的应用[J].重庆大学学报,2019,42(7):95-104.[15] LIU Xia,SONG Qi-hang.CEEMDAN adaptive threshold denoising algorithm in application to seismic direction[J].Journal of Chongqing University,2019,42(7):95-104.(in Chinese)
- [16] 国家质量检验检疫总局.爆破安全规程[S].中国标准出版社,2014.
- [17] 张万志,徐帮树,葛颜慧,等.硬岩隧道全断面开挖掏槽爆破参数优化[J].爆破,2022,39(2):94-99.[17] ZHANG Wan-zhi,XU Bang-shu,GE Yan-hui,et al.Optimization of cutting blasting parameters for full face excavation of hard rock tunnel[J].Blasting,2022,39(2):94-99.(in Chinese)