地球物理学进展 ›› 2018, Vol. 33 ›› Issue (5): 1890-1896.doi: 10.6038/pg2018CCOO84
• 应用地球物理学Ⅰ(油气及金属矿产地球物理勘探) • 上一篇 下一篇
收稿日期:
2018-03-12
修回日期:
2018-08-18
出版日期:
2018-10-20
发布日期:
2019-01-11
通讯作者:
刘洋
E-mail:guoly17@mails.jlu.edu.cn;yangliu1979@jlu.edu.cn
作者简介:
国胧予,女,1995年生,硕士,研究方向为地球物理数据处理.
基金资助:
GUO Long-yu(),LIU Cai,LIU Yang(
)
Received:
2018-03-12
Revised:
2018-08-18
Online:
2018-10-20
Published:
2019-01-11
Contact:
Yang LIU
E-mail:guoly17@mails.jlu.edu.cn;yangliu1979@jlu.edu.cn
摘要:
信噪比是衡量地震数据质量的重要指标之一,在地震数据处理中起着重要的作用.目前去噪方法种类有许多,本文详细综述了滤波类方法的基本原理和发展历程,具有理论价值与指导意义.本文研究的方法包括压制规则噪声的聚束滤波,径向道滤波,f-k域滤波,匹配滤波和压制随机噪声的预测滤波,时频峰值滤波,非局部均值滤波,中值滤波,方向可控滤波,扩散滤波.基于对滤波类去噪方法的分析,提出了对滤波类方法未来发展的展望.
中图分类号:
国胧予, 刘财, 刘洋. 2018. 滤波类方法衰减地震数据噪声. 地球物理学进展, 33(5): 1890-1896. doi: 10.6038/pg2018CCOO84.
GUO Long-yu, LIU Cai, LIU Yang. 2018. Filtering methods attenuate seismic data noise. Progress in Geophysics. 33(5): 1890-1896. doi: 10.6038/pg2018CCOO84.
1 |
Abma R, Claerbout J . 1995. Lateral prediction for noise attenuation by t-x and f-x techniques[J]. Geophysics, 60(6), 1887-1896.
doi: 10.1190/1.1443920 |
2 | Bagheri M, Riahi M A . 2016. Seismic data random noise attenuation using DBM filtering[J]. Bolletion DIG., 57(1):1-11. |
3 |
Bekara M, van der Baan M . 2009. Random and coherent noise attenuation by empirical mode decomposition[J]. Geophysics, 74(5):V89-V98.
doi: 10.1190/1.3157244 |
4 |
Boashash B, Mesbah M . 2004. Signal enhancement by time-frequency peak Filtering[J]. IEEE Trans. Signal Processing, 52(4):929-937.
doi: 10.1109/TSP.2004.823510 |
5 |
Bonar D, Sacchi M . 2012. Denoising seismic data using the nonlocal means algorithm[J]. Geophysics, 77(1):A5-A8.
doi: 10.1190/geo2011-0235.1 |
6 | Brown M, Clapp R G , 2000, (t-x) domain, pattern-based ground-roll removal: 70th Annual International Meeting, SEG, Expanded Abstracts, 2103-2106. |
7 |
Buades A, Coll B, Morel J M . 2005. A non-local algorithm for image denoising[J]. IEEE Computer Society Conference on Computer Vision and Pattern Recognition: 60-65.
doi: 10.1109/CVPR.2005.38 |
8 |
Buades A, Coll B, Morel J M . 2010. Image denoising methods. a new nonlocal principle[J]. SIAM Review, 52(1):113-147.
doi: 10.1137/090773908 |
9 | Canales L . 1984. Random noise reduction[M]. 54th Annual International Meeting, SEG, Expanded Abstracts, 525-527. |
10 |
Chen K Y, Wu P X, Yang W . 2014. Application of diffusion filtering method to the seismic data processing[J]. Lithologic Reservoirs (in Chinese), 26(1):117-122.
doi: 10.3969/j.issn.1673-8926.2014.01.020 |
11 |
Chen Y K, Ma J T . 2014. Random noise attenuation by f-x empirical-mode decomposition predictive filtering[J]. Geophysics, 79(3):V81-V91.
doi: 10.1190/GEO2013-0080.1 |
12 | Claerbout J F . 1975. Slant-stacks and radial traces. Stanford Exploration Project Report, 5:1-12. |
13 | Claerbout J . 1992. Earth soundings analysis: Processing versus inversion[M]. Blackwell Scientific Publications. |
14 | Crawley S, Claerbout J, Clapp R . 1999. Interpolation with smoothly nonstationary prediction-error filters[M]. 69th Annual International Meeting,SEG Expanded Abstracts, 1154-1157. |
15 |
Fehmers G C, Hocker C F W . 2003. Fast structural interpretation with structure-oriented filtering[J]. Geophysics, 68(4):1286-1293.
doi: 10.1190/1.1598121 |
16 | Fomel S, Claerbout J . 2016. Streaming prediction-error filters[M]. SEG Technical Program Expanded Abstracts, 4787-4791. |
17 |
Fomel S . 2007. Shaping regularization in geophysical-estimation problems[J]. Geophysics, 72(2):R29-R36.
doi: 10.1190/1.2433716 |
18 |
Freeman W T, Adelson E H . 1991. The design and use of steerable filters[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 13(9):891-906.
doi: 10.1109/34.93808 |
19 | Guo J Y, Zhou X Y . 1992. Random noise elimination using f-x domain prediction[J]. Oil Geophysical Prospecting (in Chinese), 27(5):655-661. |
20 | Guo J Y, Zhou X Y, Yang H Z . 1995. Attenuation of random noise in (f-x,y) domain[J]. Oil Geophysical Prospecting (in Chinese), 30(2):207-215. |
21 | Henley D C . 1999. The radial trace transform:An effective domain for coherent noise attenuation and wavefiled separation. 69th Annual International Meeting, SEG Expanded Abstracts, 1204-1207. |
22 |
Henley D C . 2003. Coherent noise attenuation in the radial trace Domain[J]. Geophysics, 68(4):1408-1416.
doi: 10.1190/1.1598134 |
23 | Herrin E, Goforth T . 1977. Phase-matched filters: application to the study of Rayleigh waves[J]. Bull. Seis. Soc. Am., 67(5):1259-1275. |
24 |
Herrmann R B, Russell D R . 1990. Ground roll:Rejection using adaptive phase-matched filters[J]. Geophysics, 55(6):776-781.
doi: 10.1190/1.1442890 |
25 |
Hong F, Hu T Y, Wang R Q . 2005. Using 3D beamforming filtering method to eliminate coherent noise[J]. Oil Geophysical Prospecting (in Chinese), 40(1):42-47.
doi: 10.1016/j.molcatb.2005.02.001 |
26 |
Hong F, Hu T Y, Zhang W P , et al. 2004. Attenuating multiples for low signal-to-noise radio seismic data using optimal beamforming[J]. Chinese Journal of Geophysics (in Chinese), 47(6):1106-1110.
doi: 10.1002/cjg2.611 |
27 | Hu H, Wu C R . 2013. Improvement of the radial trace transformation to attenuate linear noise and application[J]. Chinese Journal of Engineering Geophysics (in Chinese), 10(6):851-857. |
28 |
Hu T Y, Wang R Q, White R E . 2000. Beamforming in seismic data processing[J]. Chinese Journal of Geophysics (in chinese), 43(1):105-115.
doi: 10.1002/cjg2.12 |
29 | Hu X H, Ouyang Y L, Zeng Q C , et al. 2014. Denoising seismic data with prestack nonlocal means method[J]. Coal Geology and Exploration (in Chinese), 42(5):87-91. |
30 |
Huang M H, Li Y . 2016 a. Suppression of seismic random noise based on steerable filters[J]. Chinese Journal of Geophysics (in Chinese), 59(5):1815-1823, doi: 10.6038/cjg20160524.
doi: 10.1002/cjg2.20229 |
31 | Huang M H, Li Y . 2016 b. Seismic random noise attenuation based on EHGFs steerable filters[J]. Journal of Jilin University (in Chinese), 34(3):310-314. |
32 | Jiao S B, Chen Y K, Yang W C , et al. 2015. Ground rolls attenuation using non-stationary matching filtering[M]. SEG Technical Program Expanded Abstracts, 4750-4754. |
33 |
Jin L, Li Y, Yang B J , et al. 2005. Reduction of random noise for seismic data by time-frequency peak filtering[J]. Progress in Geophysics (in Chinese), 20(3):724-728.
doi: 10.1360/gs050303 |
34 | Li G F, Li G S, Zhang L Q , et al. 1998. Random noise attenuation of seismic data based on space-time prediction[J]. Oil Geophysical Prospecting (in Chinese), 33(1):122-128. |
35 | Li J W . 2014. Steerable filtering by radon transform and its applications on signal enhancement for seismic data [Master’s thesis]. College of Communication Engineering, Jilin Unversity, Changchun. |
36 | Li Y, Lin H B, Yang B J , et al. 2009. The influence of limited linearization of time window on TFPF under the strong noise background[J]. Chinese Journal of Geophysics (in Chinese), 52(7):1899-1906. |
37 |
Lin H B, Li Y, Xu X C . 2011. Segmenting time-frequency peak filtering method to attenuation of seismic random noise[J]. Chinese Journal of Geophysics (in Chinese), 54(5):1358-1366, doi: 10.3969/j.issn.0001-5733.2011.05.025.
doi: 10.3969/j.issn.0001-5733.2011.05.025 |
38 |
Lin H B, Li Y, Yang B J , et al. 2013. Random denoising and signal nonlinearity approach by time-frequency peak filtering using weighted frequency reassignment[J]. Geophysics, 78(6):V229-V237.
doi: 10.1190/geo2012-0432.1 |
39 |
Lin H B, Li Y, Yang B J , et al. 2014. Seismic random noise elimination by adaptive time-frequency peak filtering[J]. IEEE Geoscience and Remote Sensing Letters, 11(1):337-341.
doi: 10.1109/LGRS.2013.2257674 |
40 |
Lin H B, Li Y, Ye W H , et al. 2008. Denoising technique based on time-frequency peak filtering and its application[J]. Progress in Geophysics (in Chinese), 23(6):1953-1957.
doi: 10.1016/S1872-5791(08)60056-1 |
41 |
Lin H B, Ma H T, Xu L P . 2015. A radial time-frequency peak filtering based on ROAD for suppressing spatially nonstationary random noise in seismic data[J]. Chinese Journal of Geophysics (in Chinese), 58(7):2546-2555.
doi: 10.6038/cjg20150729 |
42 |
Liu C, Wang D, Liu Y , et al. 2005. Preliminary study of using 2D multi-level median filtering technique to eliminate random noises[J]. Oil Geophysical Prospecting (in Chinese), 40(2):163-167.
doi: 10.1016/j.molcatb.2005.02.001 |
43 |
Liu G C, Chen X H . 2013. Noncausal f-x-y regularized nonstationary prediction filtering for random noise attenuation on 3D seismic data[J]. Journal of Applied Geophysics, 93:60-66.
doi: 10.1016/j.jappgeo.2013.03.007 |
44 | Liu Y, Liu C, Wang D , et al. 2008. Application of time-variant median filtering technique to attenuation of seismic random noises[J]. Oil Geophysical Prospecting (in Chinese), 43(3):327-332. |
45 |
Liu Y, Liu N, Liu C . 2014. Adaptive prediction filtering in t-x-y domain for random noise attenuation using regularized nonstationary autoregression[J]. Geophysics, 80(1):V13-V21.
doi: 10.1190/geo2014-0011.1 |
46 |
Liu Y, Wang D, Liu C , et al. 2011. Weighted median filter based on local correlation and its application to poststack random noise attenuation[J]. Chinese Journal of Geophysics (in Chinese), 54(2):358-367, doi: 10.3969/j.issn.0001-5733.2011.02.012.
doi: 10.3969/j.issn.0001-5733.2011.02.012 |
47 |
Liu Z P, Chen X H, Li J Y . 2008. Study on coherent noise attenuation using radial trace transform filtering[J]. Progress in Geophysics (in Chinese), 23(4):1199-1204.
doi: 10.1016/S1872-5791(08)60056-1 |
48 |
Ma Y Y, Li G F, Wang Y J , et al. 2015. Random noise attenuation by f-x spatial projection-based complex empirical mode decomposition predictive filtering[J]. Applied Geophysics, 12(1):47-54.
doi: 10.1007/s11770-015-0467-3 |
49 |
Perona P, Malik J . 1990. Scale-space and edge detection using anisotropic diffusion[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(7):629-639.
doi: 10.1109/34.56205 |
50 | Sacchi M D, Naghizadeh M . 2009. Adaptive linear prediction filtering for random noise attenuation[M]. 79th Annual International Meeting, SEG, Expanded Abstracts, 3347-3351. |
51 | Saleh Al-Dossary . 2014. Random noise cancellation in seismic data using a 3D adaptive median filter[M]. SEG Technical Program Expanded Abstracts, 2512-2516. |
52 |
Shang S, Han L G, Lü Q T , et al. 2013. Seismic random noise suppression using an adaptive nonlocal means algorithm[J]. Applied Geophysics, 10(1):33-40.
doi: 10.1007/s11770-013-0362-8 |
53 |
Shumway R H, Dean W C . 1968. Best linear unbiased estimation for multivariate stationary processes[J]. Technometrics, 10(3):523-534.
doi: 10.1080/00401706.1968.10490599 |
54 | Wang D H, Gao J H, Yang P L , et al. 2014. Fractional anisotropic gradient based filtering for random noise attenuation of seismic data[M]. SEG Technical Program Expanded Abstracts, 4376-4380. |
55 | Wang R Q, Hu T Y . 2003. Regular interference attenuation for seismic data usingbeamforming[J]. Progress in exploration geophysics, 26(4):268-272. |
56 |
Wang W, Gao J H, Chen W C . 2012. Random seismic noise suppression via structure-adaptive median filter[J]. Chinese Journal of Geophysics-Chinese Edition, 55(5):1732-1741.
doi: 10.6038/j.issn.0001-5733.2012.05.030 |
57 |
Wang W, Gao J H, Chen W C , et al. 2012. Random seismic noise suppression via structure-adaptive median filter[J]. Chinese Journal of Geophysics (in Chinese), 55(5):1732-1741, doi: 10.6038/j.issn.0001-5733.2012.05.030.
doi: 10.6038/j.issn.0001-5733.2012.05.030 |
58 | Wang W H . 2000. Coherent signal prediction using mid-value correlative filtering[J]. Oil Geophysical Prospecting (in Chinese), 35(3):273-282. |
59 | White R E . 1988. A multichannel method of multiple attenuation based on hyperbolic moveout curves. Expanded Abstracts of 50 th Annual Internat EAGE, 1-22. |
60 |
Wu N, Li Y, Yang B J . 2011. Noise attenuation for 2-D seismic data by radial-trace time-frequency peak filtering[J]. IEEE Geoscience and Remote Sensing Letters, 8(5):874-878.
doi: 10.1109/LGRS.2011.2129552 |
61 | Yan A J, Can H P . 2012. Seismic data noise attenuation by improved nonlinear anisotropic diffusion filtering method[J]. Fault-block Oil and Gas Field (in Chinese), 19(5):592-595. |
62 |
Yao Z A, Sun C Y, Shi X L , et al. 2016. A combined denoising method based on curvelet transform and anisotropic diffusion filtering[J]. Acta Petrolei Sinica (in Chinese), 37(4):490-498.
doi: 10.7623/syxb201604008 |
63 | Yu B, Hang Z Y, Tan D L , et al. 2005. RT filter attenuating the linear noise[J]. Geophysical Prospecting for Petroleum (in Chinese), 44(2):109-112. |
64 |
Yu P J, Li Y, Lin H B , et al. 2016. Removal of random noise in seismic data by time-varying window-length time-frequency peak filtering[J]. ACTA Geophysics, 64(5):1703-1714.
doi: 10.1515/acgeo-2016-0059 |
65 |
Yu P J, Li Y, Lin H B . 2017. Seismic random noise removal by delay-compensation time-frequency peak filtering. Journal of Geophysics and Engineering, 14(3):691-697.
doi: 10.1088/1742-2140/aa6495 |
66 |
Zhang C, Li Y, Lin H B , et al. 2015. Seismic random noise attenuation and signal-preserving by multiple directional time-frequency peak filtering[J]. Comptes Rendus Geoscience, 347(1):2-12.
doi: 10.1016/j.crte.2014.10.003 |
67 |
Zhang C, Li Y, Lin H B , et al. 2015. Simultaneous denoising and preserving of seismic signals by multiscale time-frequency peak filtering[J]. Journal of Applied Geophysics, 117:42-51.
doi: 10.1016/j.jappgeo.2015.03.022 |
68 |
Zhang C, Li Y, Lin H B , et al. 2016. Seismic directional random noise suppression by radial-trace time-frequency peak filtering using the Hurst exponent statistic[J]. Geophysical Prospecting, 64(3):571-580.
doi: 10.1111/1365-2478.12309 |
69 |
Zhang C, Lin H B, Li Y , et al. 2013. Seismic random noise attenuation by time-frequency peak filtering based on joint time-frequency distribution[J]. Comptes Rendus Geoscience, 345(9-10):383-391.
doi: 10.1016/j.crte.2013.07.005 |
70 | Zhang D M, Hu M L, Zhang C Y . 2005. Image fusion approach based on steerable filters and wavelet analysis[J]. Microcomputer Development (in Chinese), 15(7):27-29,33. |
71 |
Zhang E H, Wang W, Gao J H , et al. 2010. Non-linear anisotropic diffusion filtering for 3D seismic noise removal and structure enhancement[J]. Progress in Geophysics(in Chinese), 25(3):866-870,doi: 10.3969/j.issn.1004-2903.2010.03.019.
doi: 10.3724/SP.J.1231.2010.06586 |
72 |
Zheng L, Han C Z, Zuo D G , et al. 2002. Fusion algorithm of noised images based on steerable filters[J]. Journal of Xi’an Jiaotong University (in Chinese), 36(12):1236-1239.
doi: 10.1002/mop.10502 |
73 |
Zhou Q B, Gao J H, Wang Z G , et al. 2016. Adaptive variable time fractional anisotropic diffusion filtering for seismic data noise attenuation[J]. IEEE Transactions on Geoscience and Remote Sensing, 54(4):1905-1917.
doi: 10.1109/TGRS.2015.2490158 |
74 |
Zhou Q Y, He Y F, Jin P , et al. 2007. Design of phase-matched filter in seismic signal processing[J]. Northwestern Seismological Journal (in Chinese), 29(2):114-118.
doi: 10.1631/jzus.2007.B0900 |
75 |
陈可洋, 吴沛熹, 杨微 . 2014. 扩散滤波方法在地震资料处理中的应用研究[J]. 岩性油气藏, 26(1):117-122.
doi: 10.3969/j.issn.1673-8926.2014.01.020 |
76 | 国九英, 周兴元 . 1992. 用f-x域预测技术消除随机噪声[J]. 石油地球物理勘探, 27(5):655-661. |
77 | 国九英, 周兴元, 杨慧珠 . 1995. 三维f-x,y域随机噪声衰减[J]. 石油地球物理勘探, 30(2):207-215. |
78 |
洪菲, 胡天跃, 王润秋 . 2005. 利用三维聚束滤波方法消除相关噪声[J]. 石油地球物理勘探, 40(1):42-47.
doi: 10.3321/j.issn:1000-7210.2005.01.013 |
79 |
洪菲, 胡天跃, 张文坡 , 等. 2004. 用优化聚束滤波方法消除低信噪比地震资料中的多次波[J]. 地球物理学报, 47(6):1106-1110.
doi: 10.3321/j.issn:0001-5733.2004.06.025 |
80 |
胡浩, 吴朝容 . 2013. 径向道变换压制线性干扰改进方法及应用[J]. 工程地球物理学报, 10(6):851-857.
doi: 10.3969/j.issn.1672-7940.2013.06.018 |
81 |
胡天跃, 王润秋, White R E . 2000. 地震资料处理中的聚束滤波方法[J]. 地球物理学报, 43(1):105-115, doi: 10.3321/j.issn:0001-5733.2000.01.013.
doi: 10.3321/j.issn:0001-5733.2000.01.013 |
82 |
胡新海, 欧阳永林, 曾庆才 , 等. 2014. 叠前非局部平均滤波压制随机噪声[J]. 煤田地质与勘探, 42(5):87-91.
doi: 10.3969/j.issn.1001-1986.2014.05.017 |
83 | 黄梅红, 李月 . 2016 a. EHGFs方向可控滤波压制地震勘探随机噪声[J]. 吉林大学学报, 34(3):310-314. |
84 | 黄梅红, 李月 . 2016 b. 基于方向可控滤波的地震勘探随机噪声压制[J]. 地球物理学报, 59(5):1815-1823, doi: 10.6038/cjg20160524. |
85 |
金雷, 李月, 杨宝俊 , 等. 2005. 用时频峰值滤波方法消减地震勘探资料中随机噪声的初步研究[J]. 地球物理学进展, 20(3):724-728.
doi: 10.3969/j.issn.1004-2903.2005.03.024 |
86 | 李国发, 李观寿, 张立勤 , 等. 1998. 利用时空域预测实现地震资料随机噪声衰减[J]. 石油地球物理勘探, 33(S1):122-128. |
87 | 李佳洧 . 2014. 基于Radom变换的可调方向滤波器的地震信号的增强[硕士论文]. 长春: 吉林大学通信工程学院. |
88 |
李月, 林红波, 杨宝俊 , 等. 2009. 强随机噪声条件下时窗类型局部线性化对TFPF技术的影响[J]. 地球物理学报, 52(7):1899-1906.
doi: 10.3969/j.issn.0001-5733.2009.07.025 |
89 |
林红波, 李月, 徐学纯 . 2011. 压制地震勘探随机噪声的分段时频峰值滤波方法[J]. 地球物理学报, 54(5):1358-1366, doi: 10.3969/j.issn.0001-5733.2011.05.025.
doi: 10.3969/j.issn.0001-5733.2011.05.025 |
90 | 林红波, 李月, 叶文海 , 等. 2008. 时频峰值滤波去噪技术及其应用[J]. 地球物理进展, 23(6):1953-1957. |
91 | 林红波, 马海涛, 许丽萍 . 2015. 压制空间非平稳地震勘探随机噪声的ROAD径向时频峰值滤波算法[J]. 地球物理学报, 58(7):2546-2555. |
92 |
刘财, 王典, 刘洋 , 等. 2005. 二维多级中值滤波技术在随机噪声消除中的应用初探[J]. 石油地球物理勘探, 40(2):163-167.
doi: 10.3321/j.issn:1000-7210.2005.02.015 |
93 |
刘洋, 刘财, 王典 , 等. 2008. 时变中值滤波技术在地震随机噪声衰减中的应用[J]. 石油地球物理勘探, 43(3):327-332.
doi: 10.3321/j.issn:1000-7210.2008.03.017 |
94 |
刘洋, 王典, 刘财 , 等. 2011. 局部相关加权中值滤波技术及其在叠后随机噪声衰减中的应用[J]. 地球物理学报, 54(2):358-367, doi: 10.3969/j.issn.0001-5733.2011.02.012.
doi: 10.3969/j.issn.0001-5733.2011.02.012 |
95 | 刘志鹏, 陈小宏, 李景叶 . 2008. 径向道变换压制相干噪声方法研究[J]. 地球物理学进展, 23(4):1199-1204. |
96 |
王润秋, 胡天跃 . 2003. 用聚束滤波方法消除地震资料中规则噪声[J]. 勘探地球物理进展, 26(4):268-272.
doi: 10.3321/j.issn:0001-5733.2004.06.025 |
97 |
王伟, 高静怀, 陈文超 , 等. 2012. 基于结构自适应中值滤波器的随机噪声衰减方法[J]. 地球物理学报, 55(5):1732-1741, doi: 10.6038/j.issn.0001-5733.2012.05.030.
doi: 10.6038/j.issn.0001-5733.2012.05.030 |
98 |
王卫华 . 2000. 利用中值相关滤波预测相干信号[J]. 石油地球物理勘探, 35(3):273-282.
doi: 10.3321/j.issn:1000-7210.2000.03.001 |
99 |
闫安菊, 蔡涵鹏 . 2012. 改进的各向异性扩散滤波方法压制地震数据噪声[J]. 断块油气田, 19(5):592-595.
doi: 10.6056/dkyqt201205011 |
100 |
姚振岸, 孙成禹, 石小磊 , 等. 2016. 基于曲波变换和各向异性扩散滤波的联合去噪技术[J]. 石油学报, 37(4):490-498.
doi: 10.7623/syxb201604008 |
101 |
余波, 黄中玉, 谈大龙 , 等. 2005. 径向道滤波法去线性干扰[J]. 石油物探, 44(2):109-112.
doi: 10.3969/j.issn.1000-1441.2005.02.003 |
102 | 张大明, 胡茂林, 张长耀 . 2005. 基于方向可调滤波器和小波分析的图像融合[J]. 微机发展, 15(7):27-29,33. |
103 |
张尔华, 王伟, 高静怀 , 等. 2010. 非线性各向异性扩散滤波器用于三维地震资料噪声衰减与结构特征增强[J]. 地球物理学进展, 25(3):866-870,doi: 10.3969/j.issn.1004-2903.2010.03.019.
doi: 10.3969/j.issn.1004-2903.2010.03.019 |
104 |
郑林, 韩崇昭, 左东广 , 等. 2002. 基于方向可调滤波器的含噪图像融合算法[J]. 西安交通大学学报, 36(12):1236-1239.
doi: 10.3321/j.issn:0253-987X.2002.12.007 |
105 |
周青云, 何永峰, 靳平 , 等. 2007. 地震信号处理中相位匹配滤波器的设计[J]. 西北地震学报, 29(2):114-118.
doi: 10.3969/j.issn.1000-0844.2007.02.003 |
[1] | 周威,黄良珂,刘立龙,陈军,李松青. 基于GLONASS-MR技术的雪深探测研究[J]. 地球物理学进展, 2019, 34(5): 1842-1848. |
[2] | 梁北援,王会卿. 微破裂向量扫描在微震监测中的解释原则[J]. 地球物理学进展, 2019, 34(4): 1314-1322. |
[3] | 周家雄,马光克,隋波,徐伟,张万龙,曾勇坚,卢回忆. PCA算法在CRP地震道集优化处理中的应用研究[J]. 地球物理学进展, 2019, 34(4): 1577-1583. |
[4] | 温志平,方江雄,刘军,曹昌浩,葛圆圆. 基于CEEMDAN和SWT的地震信号随机噪声压制[J]. 地球物理学进展, 2019, 34(3): 949-960. |
[5] | 裴易峰,荣亮亮,张懿,殷长春,伍俊,王远,谢晓明. 低温SQUID瞬变电磁法中去除地磁场影响的方法研究[J]. 地球物理学进展, 2019, 34(2): 622-627. |
[6] | 李青峰,张建中. 基于分组互相关成像条件的微震逆时成像定位方法[J]. 地球物理学进展, 2019, 34(1): 125-135. |
[7] | 张晟瑞,任朝发,李星缘,王维红,王贵友. 地面微地震资料噪声压制方法[J]. 地球物理学进展, 2018, 33(6): 2522-2527. |
[8] | 许连明. 全频率小波去噪方法在随钻四极横波测井中的应用[J]. 地球物理学进展, 2018, 33(5): 2034-2040. |
[9] | 金震,李山有,蔡辉腾,李培,李海艳,徐嘉隽. 谱白化叠加方法在气枪信号检测中的应用[J]. 地球物理学进展, 2018, 33(4): 1358-1365. |
[10] | 吴海波,张平松,董守华. 分叉煤层时间域分辨率的探讨[J]. 地球物理学进展, 2018, 33(4): 1603-1608. |
[11] | 王志亮,孙小东,王旭谦,李振春,倪雪灿,张敏. 部分共反射面元叠加技术在海上数据中的应用[J]. 地球物理学进展, 2018, 33(4): 1721-1725. |
[12] | 魏继东. 模拟与数字检波器记录精度对比及其对信噪比的影响[J]. 地球物理学进展, 2018, 33(4): 1726-1733. |
[13] | 郭爱华,叶月明,臧梅,李立胜,李玉存,吴吉忠. 老爷庙火成岩发育区低信噪比资料处理关键技术探讨[J]. 地球物理学进展, 2018, 33(3): 1043-1050. |
[14] | 林春. 3D Steerable Pyramid分解域地震资料随机噪声衰减[J]. 地球物理学进展, 2018, 33(3): 1081-1087. |
[15] | 杨晶,黄建平. 基于汉宁窗函数滤波时间域高斯束成像方法[J]. 地球物理学进展, 2018, 33(3): 1161-1166. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||