Title :
Variable-Eccentricity Hyperbolic-Trace TFPF for Seismic Random Noise Attenuation
Author :
Yanan Tian ; Yue Li ; Baojun Yang
Author_Institution :
Dept. of Inf., Jilin Univ., Changchun, China
Abstract :
Seismic noise attenuation to improve signal-to-noise ratio plays an important role in seismic data processing. In recent years, time-frequency peak filtering (TFPF) has been introduced and applied to seismic random noise attenuation successfully. However, in the conventional TFPF, the window length (WL) is fixed and used for all frequency components. As a consequence, serious loss of the effective components is unavoidable due to the inappropriate WL. The recently proposed radial-trace TFPF adapts radial-trace transform to reduce the dominant frequencies of the effective signals. Nevertheless, the radial traces with a fixed inclination angle have some limitations for bent reflection events. To resolve these shortcomings, this paper presents a novel variable-eccentricity hyperbolic-trace TFPF. In this novel method, the noisy record is first resampled along a family of spatial-temporal hyperbolic filtering traces of different bending degrees. In this way, the spatial correlation between the adjacent channels is taken into account, the linearity of the input signals is enhanced, and the estimation bias of the instantaneous frequency is reduced. Moreover, there is little difference between the reduced dominant frequencies. A fixed WL is suitable for all reduced dominant frequencies without distortion of the effective components. Finally, we evaluate the performance of our method on some synthetic records and field data. The experimental results illustrate that our proposed method attenuates random noise effectively and recovers the effective reflection events smoothly and more continuously compared with the other methods.
Keywords :
geophysical techniques; random noise; seismology; adjacent channel spatial correlation; appropriate WL; bending degrees; bent reflection event limitations; conventional TFPF; effective component distortion; effective component loss; effective reflection events; effective signal dominant frequencies; field data; fixed WL; fixed inclination angle; frequency components; input signal linearity; instantaneous frequency estimation bias; method performance evaluation; noisy record; radial traces; radial-trace TFPF; radial-trace transform; reduced dominant frequencies; seismic data processing; seismic random noise attenuation; signal-to-noise ratio; spatial-temporal hyperbolic filtering trace family; synthetic records; time-frequency peak filtering; variable-eccentricity hyperbolic-trace TFPF; window length; Attenuation; Estimation; Linearity; Noise measurement; Signal to noise ratio; Transforms; Hyperbolic trace; linearity; seismic random noise; time-frequency peak filtering (TFPF); variable eccentricity;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2013.2296603