Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results

We investigate the physical processes associated with volcanic tremor and explosions. A volcano is a complex system where a fluid source interacts with the solid edifice so generating seismic waves in a regime of low turbulence. Although the complex behavior escapes a simple universal description, t...

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Main Authors: E. De Lauro, S. De Martino, M. Falanga, M. Palo
Format: Article
Language:English
Published: Copernicus Publications 2011-12-01
Series:Nonlinear Processes in Geophysics
Online Access:http://www.nonlin-processes-geophys.net/18/925/2011/npg-18-925-2011.pdf
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spelling doaj-475cb7dd676d435989aa915a19d57b4f2020-11-25T01:41:54ZengCopernicus PublicationsNonlinear Processes in Geophysics1023-58091607-79462011-12-0118692594010.5194/npg-18-925-2011Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new resultsE. De LauroS. De MartinoM. FalangaM. PaloWe investigate the physical processes associated with volcanic tremor and explosions. A volcano is a complex system where a fluid source interacts with the solid edifice so generating seismic waves in a regime of low turbulence. Although the complex behavior escapes a simple universal description, the phases of activity generate stable (self-sustained) oscillations that can be described as a non-linear dynamical system of low dimensionality. So, the system requires to be investigated with non-linear methods able to individuate, decompose, and extract the main characteristics of the phenomenon. Independent Component Analysis (ICA), an entropy-based technique is a good candidate for this purpose. Here, we review the results of ICA applied to seismic signals acquired in some volcanic areas. We emphasize analogies and differences among the self-oscillations individuated in three cases: Stromboli (Italy), Erebus (Antarctica) and Volcán de Colima (Mexico). The waveforms of the extracted independent components are specific for each volcano, whereas the similarity can be ascribed to a very general common source mechanism involving the interaction between gas/magma flow and solid structures (the volcanic edifice). Indeed, chocking phenomena or inhomogeneities in the volcanic cavity can play the same role in generating self-oscillations as the languid and the reed do in musical instruments. The understanding of these background oscillations is relevant not only for explaining the volcanic source process and to make a forecast into the future, but sheds light on the physics of complex systems developing low turbulence.http://www.nonlin-processes-geophys.net/18/925/2011/npg-18-925-2011.pdf
collection DOAJ
language English
format Article
sources DOAJ
author E. De Lauro
S. De Martino
M. Falanga
M. Palo
spellingShingle E. De Lauro
S. De Martino
M. Falanga
M. Palo
Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
Nonlinear Processes in Geophysics
author_facet E. De Lauro
S. De Martino
M. Falanga
M. Palo
author_sort E. De Lauro
title Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
title_short Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
title_full Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
title_fullStr Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
title_full_unstemmed Self-sustained vibrations in volcanic areas extracted by Independent Component Analysis: a review and new results
title_sort self-sustained vibrations in volcanic areas extracted by independent component analysis: a review and new results
publisher Copernicus Publications
series Nonlinear Processes in Geophysics
issn 1023-5809
1607-7946
publishDate 2011-12-01
description We investigate the physical processes associated with volcanic tremor and explosions. A volcano is a complex system where a fluid source interacts with the solid edifice so generating seismic waves in a regime of low turbulence. Although the complex behavior escapes a simple universal description, the phases of activity generate stable (self-sustained) oscillations that can be described as a non-linear dynamical system of low dimensionality. So, the system requires to be investigated with non-linear methods able to individuate, decompose, and extract the main characteristics of the phenomenon. Independent Component Analysis (ICA), an entropy-based technique is a good candidate for this purpose. Here, we review the results of ICA applied to seismic signals acquired in some volcanic areas. We emphasize analogies and differences among the self-oscillations individuated in three cases: Stromboli (Italy), Erebus (Antarctica) and Volcán de Colima (Mexico). The waveforms of the extracted independent components are specific for each volcano, whereas the similarity can be ascribed to a very general common source mechanism involving the interaction between gas/magma flow and solid structures (the volcanic edifice). Indeed, chocking phenomena or inhomogeneities in the volcanic cavity can play the same role in generating self-oscillations as the languid and the reed do in musical instruments. The understanding of these background oscillations is relevant not only for explaining the volcanic source process and to make a forecast into the future, but sheds light on the physics of complex systems developing low turbulence.
url http://www.nonlin-processes-geophys.net/18/925/2011/npg-18-925-2011.pdf
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