Propagation source wavelet phase extraction using multi-taper method coherence estimation

© 2016 Sinopec Geophysical Research Institute. It is possible to use statistical methods to extract the propagation source wavelet phase from seismic data without getting information from a well log. Using kurtosis as a high-order statistics can preserve the phase of the signal but it is highly sens...

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Main Authors: Hariri Naghadeh D., Keith Morley C.
Format: Journal
Published: 2017
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85010669535&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/40766
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-407662017-09-28T04:11:19Z Propagation source wavelet phase extraction using multi-taper method coherence estimation Hariri Naghadeh D. Keith Morley C. © 2016 Sinopec Geophysical Research Institute. It is possible to use statistical methods to extract the propagation source wavelet phase from seismic data without getting information from a well log. Using kurtosis as a high-order statistics can preserve the phase of the signal but it is highly sensitive to outliers. A new method is introduced here called the multi-taper method coherence estimation. Two steps are required: first, a cosine function that includes the dominant frequency and maximum amplitude of signal is chosen. Secondly, the maximum coherence in the frequency band of the signal, which shows the best phase matching between the time series is determined. To validate this new method real data sets were chosen and the extracted wavelet phases for noise free and noisy data sets were compared with data extracted from a well log. Extracted wavelets using Kurtosis were also generated for comparison, and demonstrate the improved results using the new method. 2017-09-28T04:11:19Z 2017-09-28T04:11:19Z 1 Journal 17422132 2-s2.0-85010669535 10.1088/1742-2140/14/1/69 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85010669535&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/40766
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
description © 2016 Sinopec Geophysical Research Institute. It is possible to use statistical methods to extract the propagation source wavelet phase from seismic data without getting information from a well log. Using kurtosis as a high-order statistics can preserve the phase of the signal but it is highly sensitive to outliers. A new method is introduced here called the multi-taper method coherence estimation. Two steps are required: first, a cosine function that includes the dominant frequency and maximum amplitude of signal is chosen. Secondly, the maximum coherence in the frequency band of the signal, which shows the best phase matching between the time series is determined. To validate this new method real data sets were chosen and the extracted wavelet phases for noise free and noisy data sets were compared with data extracted from a well log. Extracted wavelets using Kurtosis were also generated for comparison, and demonstrate the improved results using the new method.
format Journal
author Hariri Naghadeh D.
Keith Morley C.
spellingShingle Hariri Naghadeh D.
Keith Morley C.
Propagation source wavelet phase extraction using multi-taper method coherence estimation
author_facet Hariri Naghadeh D.
Keith Morley C.
author_sort Hariri Naghadeh D.
title Propagation source wavelet phase extraction using multi-taper method coherence estimation
title_short Propagation source wavelet phase extraction using multi-taper method coherence estimation
title_full Propagation source wavelet phase extraction using multi-taper method coherence estimation
title_fullStr Propagation source wavelet phase extraction using multi-taper method coherence estimation
title_full_unstemmed Propagation source wavelet phase extraction using multi-taper method coherence estimation
title_sort propagation source wavelet phase extraction using multi-taper method coherence estimation
publishDate 2017
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85010669535&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/40766
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