A real-time microseisms-detector based on voice activity detection and endpoint detection: an approach to Cotopaxi Volcano

 

Authors
Rodríguez Cesén, Mauricio Javier
Format
Article
Status
publishedVersion
Description

The Ring of Fire represents a constant threat in the case of possible eruptions due to its 160 active volcanoes, in such way, several studies have determined that the increment of volcano tectonic and long period events could indicate the beginning of a volcanic eruptive process. In this context, it is crucial to improve the performance in microseisms detection, due to the high requirements towards automatic recognition systems in real-time. For this purpose, this work aims at improving a microseisms detector based on voice activity detection (VAD) and endpoint detection. Furthermore, we propose the use of signal segmentation, to work with fixed windows, to analyze the signal-to-noise ratio, and to adapting VAD techniques to microseisms. The results obtained demonstrate the reliability of this detector, by obtaining 100% of precision and 96% of accuracy in real-time tested, by considering dataset of Cotopaxi Volcano in Ecuador.

Publication Year
2018
Language
eng
Topic
REAL TIME
MICROSEISMS DETECTION
ERUPCIÓN VOLCÁNICA
MICROSISMOS
Repository
Repositorio Universidad de las Fuerzas Armadas
Get full text
http://repositorio.espe.edu.ec/handle/21000/15565
Rights
openAccess
License