Application of empirical mode decomposition method in processing geophysical data

The relevance of research is caused by the feasibility of using advanced mathematical methods in processing results of the geophysical surveys. The aim of the research is to improve the effectiveness of the methods of applied Geophysics through adaptive extraction of informative components of the ph...

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Main Authors: Alexander Sergeevich Dolgal, Liudmila Anatolievna Khristenko
Format: Article in Journal/Newspaper
Language:Russian
Published: Tomsk Polytechnic University 2017
Subjects:
Online Access:https://doaj.org/article/bfd2c24da3ad4c3db4384b38880cd02a
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spelling ftdoajarticles:oai:doaj.org/article:bfd2c24da3ad4c3db4384b38880cd02a 2023-06-18T03:41:48+02:00 Application of empirical mode decomposition method in processing geophysical data Alexander Sergeevich Dolgal Liudmila Anatolievna Khristenko 2017-09-01T00:00:00Z https://doaj.org/article/bfd2c24da3ad4c3db4384b38880cd02a RU rus Tomsk Polytechnic University http://izvestiya-tpu.ru/archive/article/view/1841 https://doaj.org/toc/2500-1019 https://doaj.org/toc/2413-1830 2500-1019 2413-1830 https://doaj.org/article/bfd2c24da3ad4c3db4384b38880cd02a Известия Томского политехнического университета: Инжиниринг георесурсов, Vol 328, Iss 1 (2017) signal Empirical Mode Decomposition algorithm approximation field component gravity survey Engineering geology. Rock mechanics. Soil mechanics. Underground construction TA703-712 article 2017 ftdoajarticles 2023-06-04T00:32:40Z The relevance of research is caused by the feasibility of using advanced mathematical methods in processing results of the geophysical surveys. The aim of the research is to improve the effectiveness of the methods of applied Geophysics through adaptive extraction of informative components of the physical fields using the Empirical Mode Decomposition method (EMD). The method of research: decomposition of the relevant geophysical data. The iterative computational process allows allocating different frequency orthogonal signal components, which are called empirical mode functions (IMFs). The method is designed to represent non-stationary signals in the form of a series of signals with different frequency. The authors propose the original algorithm in which the sourcewise approximation is used for constructing functions, enveloping the extrema of the analyzed signal, and the residual component of decomposition can identify the background component of the field. The results. The EMD algorithm was implemented and tested on practical materials for processing the data of gravity, magnetic and electrical prospecting. The authors defined the possibility of applying the method to separate the informative component of the results of electric methods of horizontal profiling (Perm Krai); to evaluate the quality of high-precision gravity survey (Western Sayan); to determine the component of the magnetic field caused by the impact of sharply dissected terrain of the earth surface in the development of the effusive traps (Norilsk region). The last case uses a series of regression dependencies between the various frequency components of the magnetic field and heights. The authors made the conclusion on appropriateness of using the EMD technique in applied Geophysics. The prospects of its application the authors see in analysis of geophysical monitoring material of mineral deposits development. Article in Journal/Newspaper norilsk Directory of Open Access Journals: DOAJ Articles Norilsk ENVELOPE(88.203,88.203,69.354,69.354)
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language Russian
topic signal
Empirical Mode Decomposition
algorithm
approximation
field component
gravity survey
Engineering geology. Rock mechanics. Soil mechanics. Underground construction
TA703-712
spellingShingle signal
Empirical Mode Decomposition
algorithm
approximation
field component
gravity survey
Engineering geology. Rock mechanics. Soil mechanics. Underground construction
TA703-712
Alexander Sergeevich Dolgal
Liudmila Anatolievna Khristenko
Application of empirical mode decomposition method in processing geophysical data
topic_facet signal
Empirical Mode Decomposition
algorithm
approximation
field component
gravity survey
Engineering geology. Rock mechanics. Soil mechanics. Underground construction
TA703-712
description The relevance of research is caused by the feasibility of using advanced mathematical methods in processing results of the geophysical surveys. The aim of the research is to improve the effectiveness of the methods of applied Geophysics through adaptive extraction of informative components of the physical fields using the Empirical Mode Decomposition method (EMD). The method of research: decomposition of the relevant geophysical data. The iterative computational process allows allocating different frequency orthogonal signal components, which are called empirical mode functions (IMFs). The method is designed to represent non-stationary signals in the form of a series of signals with different frequency. The authors propose the original algorithm in which the sourcewise approximation is used for constructing functions, enveloping the extrema of the analyzed signal, and the residual component of decomposition can identify the background component of the field. The results. The EMD algorithm was implemented and tested on practical materials for processing the data of gravity, magnetic and electrical prospecting. The authors defined the possibility of applying the method to separate the informative component of the results of electric methods of horizontal profiling (Perm Krai); to evaluate the quality of high-precision gravity survey (Western Sayan); to determine the component of the magnetic field caused by the impact of sharply dissected terrain of the earth surface in the development of the effusive traps (Norilsk region). The last case uses a series of regression dependencies between the various frequency components of the magnetic field and heights. The authors made the conclusion on appropriateness of using the EMD technique in applied Geophysics. The prospects of its application the authors see in analysis of geophysical monitoring material of mineral deposits development.
format Article in Journal/Newspaper
author Alexander Sergeevich Dolgal
Liudmila Anatolievna Khristenko
author_facet Alexander Sergeevich Dolgal
Liudmila Anatolievna Khristenko
author_sort Alexander Sergeevich Dolgal
title Application of empirical mode decomposition method in processing geophysical data
title_short Application of empirical mode decomposition method in processing geophysical data
title_full Application of empirical mode decomposition method in processing geophysical data
title_fullStr Application of empirical mode decomposition method in processing geophysical data
title_full_unstemmed Application of empirical mode decomposition method in processing geophysical data
title_sort application of empirical mode decomposition method in processing geophysical data
publisher Tomsk Polytechnic University
publishDate 2017
url https://doaj.org/article/bfd2c24da3ad4c3db4384b38880cd02a
long_lat ENVELOPE(88.203,88.203,69.354,69.354)
geographic Norilsk
geographic_facet Norilsk
genre norilsk
genre_facet norilsk
op_source Известия Томского политехнического университета: Инжиниринг георесурсов, Vol 328, Iss 1 (2017)
op_relation http://izvestiya-tpu.ru/archive/article/view/1841
https://doaj.org/toc/2500-1019
https://doaj.org/toc/2413-1830
2500-1019
2413-1830
https://doaj.org/article/bfd2c24da3ad4c3db4384b38880cd02a
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