On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Cañadas Caldera, Tenerife, Spain

A Quintero Oliveros; R Carniel; M Tárraga; WP Aspinall

doi:10.1016/j.chaos.2006.09.073

On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Cañadas Caldera, Tenerife, Spain

A Quintero Oliveros, R Carniel, M Tárraga, WP Aspinall

Research output: Contribution to journal › Article (Academic Journal) › peer-review

7 Citations (Scopus)

Abstract

The Teide-Pico Viejo volcanic complex situated in Tenerife Island (Canary Islands, Spain) has recently shown signs of unrest, long after its last eruptive episode at Chinyero in 1909, and the last explosive episode which happened at Montaña Blanca, 2000 years ago. In this paper we study the seismicity of the Teide-Pico Viejo complex recorded between May and December 2004, in order to show the applicability of tools such as Hidden Markov Models and Bayesian Belief Networks which can be used to build a structure for evaluating the probability of given eruptive or volcano-related scenarios. The results support the existence of a bidirectional relationship between volcano-tectonic events and the background seismic noise – in particular its frequency content. This in turn suggests that the two phenomena can be related to one unique process influencing their generation.

Translated title of the contribution	On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Cañadas Caldera, Tenerife, Spain
Original language	English
Pages (from-to)	849 - 857
Number of pages	9
Journal	Chaos, Solitons and Fractals
Volume	37 (3)
DOIs	https://doi.org/10.1016/j.chaos.2006.09.073
Publication status	Published - Aug 2008

Bibliographical note

Publisher: Elsevier

Access to Document

10.1016/j.chaos.2006.09.073

http://dx.doi.org/10.1016/j.chaos.2006.09.073

Handle.net

Persistent link

Cite this

@article{c2d109120ded405c91ff4a0072a69da6,

title = "On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Ca{\~n}adas Caldera, Tenerife, Spain",

abstract = "The Teide-Pico Viejo volcanic complex situated in Tenerife Island (Canary Islands, Spain) has recently shown signs of unrest, long after its last eruptive episode at Chinyero in 1909, and the last explosive episode which happened at Monta{\~n}a Blanca, 2000 years ago. In this paper we study the seismicity of the Teide-Pico Viejo complex recorded between May and December 2004, in order to show the applicability of tools such as Hidden Markov Models and Bayesian Belief Networks which can be used to build a structure for evaluating the probability of given eruptive or volcano-related scenarios. The results support the existence of a bidirectional relationship between volcano-tectonic events and the background seismic noise – in particular its frequency content. This in turn suggests that the two phenomena can be related to one unique process influencing their generation.",

author = "{Quintero Oliveros}, A and R Carniel and M T{\'a}rraga and WP Aspinall",

note = "Publisher: Elsevier",

year = "2008",

month = aug,

doi = "10.1016/j.chaos.2006.09.073",

language = "English",

volume = "37 (3)",

pages = "849 -- 857",

journal = "Chaos, Solitons and Fractals",

publisher = "Elsevier Limited",

}

TY - JOUR

T1 - On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Cañadas Caldera, Tenerife, Spain

AU - Quintero Oliveros, A

AU - Carniel, R

AU - Tárraga, M

AU - Aspinall, WP

N1 - Publisher: Elsevier

PY - 2008/8

Y1 - 2008/8

N2 - The Teide-Pico Viejo volcanic complex situated in Tenerife Island (Canary Islands, Spain) has recently shown signs of unrest, long after its last eruptive episode at Chinyero in 1909, and the last explosive episode which happened at Montaña Blanca, 2000 years ago. In this paper we study the seismicity of the Teide-Pico Viejo complex recorded between May and December 2004, in order to show the applicability of tools such as Hidden Markov Models and Bayesian Belief Networks which can be used to build a structure for evaluating the probability of given eruptive or volcano-related scenarios. The results support the existence of a bidirectional relationship between volcano-tectonic events and the background seismic noise – in particular its frequency content. This in turn suggests that the two phenomena can be related to one unique process influencing their generation.

AB - The Teide-Pico Viejo volcanic complex situated in Tenerife Island (Canary Islands, Spain) has recently shown signs of unrest, long after its last eruptive episode at Chinyero in 1909, and the last explosive episode which happened at Montaña Blanca, 2000 years ago. In this paper we study the seismicity of the Teide-Pico Viejo complex recorded between May and December 2004, in order to show the applicability of tools such as Hidden Markov Models and Bayesian Belief Networks which can be used to build a structure for evaluating the probability of given eruptive or volcano-related scenarios. The results support the existence of a bidirectional relationship between volcano-tectonic events and the background seismic noise – in particular its frequency content. This in turn suggests that the two phenomena can be related to one unique process influencing their generation.

U2 - 10.1016/j.chaos.2006.09.073

DO - 10.1016/j.chaos.2006.09.073

M3 - Article (Academic Journal)

VL - 37 (3)

SP - 849

EP - 857

JO - Chaos, Solitons and Fractals

JF - Chaos, Solitons and Fractals

ER -

On the application of Hidden Markov Model and Bayesian Belief Network to seismic noise at Las Cañadas Caldera, Tenerife, Spain

Abstract

Bibliographical note

Access to Document

Handle.net

Fingerprint

Cite this