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: Diako Hariri Naghadeh, Christopher Keith Morley
Format: Journal
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/46777
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-467772018-04-25T07:27:48Z Propagation source wavelet phase extraction using multi-taper method coherence estimation Diako Hariri Naghadeh Christopher Keith Morley Engineering Environmental Science Agricultural and Biological Sciences © 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. 2018-04-25T07:01:03Z 2018-04-25T07:01:03Z 2017-02-01 Journal 17422140 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/6653943832/46777
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Engineering
Environmental Science
Agricultural and Biological Sciences
spellingShingle Engineering
Environmental Science
Agricultural and Biological Sciences
Diako Hariri Naghadeh
Christopher Keith Morley
Propagation source wavelet phase extraction using multi-taper method coherence estimation
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 Diako Hariri Naghadeh
Christopher Keith Morley
author_facet Diako Hariri Naghadeh
Christopher Keith Morley
author_sort Diako Hariri Naghadeh
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 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85010669535&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/46777
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