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Modified HOS based Eigenvector algorithm for improvement of poor SNR of Seismic data

A.F.M., Hani and M.S., Younis (2007) Modified HOS based Eigenvector algorithm for improvement of poor SNR of Seismic data. In: 2007 International Conference on Intelligent and Advanced Systems, ICIAS 2007, 25 November 2007 through 28 November 2007, Kuala Lumpur.

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Abstract

In this paper, a modified blind deconvolution Eigenvector approach based on higher order of statistic has been proposed. The given technique is to process the seismogram with poor SNR, dominant by the convolution noise. Seismogram is the output of a mixed phase source wavelet driven by the non Gaussian input signal in presence of additive Gaussian, color Gaussian noise. Existing HOS based techniques are good in processing of non-minimum phase system but most of them fails when noise dominates the actual signal. In regions like volcanic, anhydrite, complex geological areas, it is difficult to acquire the seismic data with good SNR, and convolution noise is dominant. Convolutional noise makes it difficult to identify the closely spaced bedding. Proposed blind equalization technique is based on the eigenvector algorithm [17], certain modifications are incorporated to reduce the MMSE, max. Distortion and convolution noise effectively. Performance of the modified algorithm indicates its effectiveness for signals with dominant Gaussian/color Gaussian noise. ©2007 IEEE.

Item Type:Conference or Workshop Item (Paper)
Uncontrolled Keywords:Acoustic intensity; Blind equalization; Earthquakes; Eigenvalues and eigenfunctions; Functions; Gaussian noise (electronic); Seismic response; Seismic waves; Seismology; Signal to noise ratio; Sulfate minerals; Trellis codes; Blind deconvolution; Convolutional noises; Eigenvector algorithms; Eigenvector approaches; Equalization techniques; Gaussian; Gaussian noises; Geological areas; Higher orders; In processing; Input signals; Minimum phase; Modified algorithms; Seismic datums; Convolution
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering
Departments / MOR / COE:Departments > Electrical & Electronic Engineering
ID Code:481
Deposited By: Prof Ir Dr Ahmad Fadzil Mohd Hani
Deposited On:09 Mar 2010 02:02
Last Modified:19 Jan 2017 08:26

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