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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2011-12-01
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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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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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