Please use this identifier to cite or link to this item:
http://hdl.handle.net/2122/14325
DC Field | Value | Language |
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dc.date.accessioned | 2021-01-22T10:00:59Z | - |
dc.date.available | 2021-01-22T10:00:59Z | - |
dc.date.issued | 2020 | - |
dc.identifier.uri | http://hdl.handle.net/2122/14325 | - |
dc.description.abstract | Over the last decade machine learning has become increasingly popular for the analysis and characterization of volcano-seismic data. One of the requirements for the application of machine learning methods to the problem of classifying seismic time series is the availability of a training dataset; that is a suite of reference signals, with known classification used for initial validation of the machine outcome. Here, we present PICOSS (Python Interface for the Classification of Seismic Signals), a modular data-curator platform for volcano-seismic data analysis, including detection, segmentation and classification. PICOSS has exportability and standardization at its core; users can select automatic or manual workflows to select and label seismic data from a comprehensive suite of tools, including deep neural networks. The modular implementation of PICOSS includes a portable and intuitive graphical user interface to facilitate essential data labelling tasks for large-scale volcano seismic studies. | en_US |
dc.language.iso | English | en_US |
dc.publisher.name | Elsevier | en_US |
dc.relation.ispartof | Computers & Geosciences | en_US |
dc.relation.ispartofseries | /142 (2020) | en_US |
dc.subject | Volcanoes | en_US |
dc.subject | Software | en_US |
dc.subject | Classification | en_US |
dc.subject | Segmentation | en_US |
dc.subject | Detection | en_US |
dc.title | PICOSS: Python Interface for the Classification of Seismic Signals | en_US |
dc.type | article | en |
dc.description.status | Published | en_US |
dc.type.QualityControl | Peer-reviewed | en_US |
dc.description.pagenumber | 104531 | en_US |
dc.subject.INGV | 04.06. Seismology | en_US |
dc.identifier.doi | 10.1016/j.cageo.2020.104531 | en_US |
dc.description.obiettivoSpecifico | 8T. Sismologia in tempo reale | en_US |
dc.description.journalType | JCR Journal | en_US |
dc.relation.issn | 0098-3004 | en_US |
dc.contributor.author | Bueno, Angel | - |
dc.contributor.author | Zuccarello, Luciano | - |
dc.contributor.author | Díaz-Moreno, Alejandro | - |
dc.contributor.author | Woollam, Jack | - |
dc.contributor.author | Titos, Manuel | - |
dc.contributor.author | Benítez, Carmen | - |
dc.contributor.author | Álvarez, Isaac | - |
dc.contributor.author | Prudencio, Janire | - |
dc.contributor.author | De Angelis, Silvio | - |
dc.contributor.department | Department of Signal Theory, Telematic and Communications, University of Granada, Spain | en_US |
dc.contributor.department | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione Pisa, Pisa, Italia | en_US |
dc.contributor.department | Department of Earth, Ocean and Ecological Sciences, University of Liverpool, UK | en_US |
dc.contributor.department | Department of Earth, Ocean and Ecological Sciences, University of Liverpool, UK | en_US |
dc.contributor.department | Department of Signal Theory, Telematic and Communications, University of Granada, Spain | en_US |
dc.contributor.department | Department of Signal Theory, Telematic and Communications, University of Granada, Spain | en_US |
dc.contributor.department | Department of Signal Theory, Telematic and Communications, University of Granada, Spain | en_US |
dc.contributor.department | epartment of Theoretical Physics and Cosmos, University of Granada, Spai | en_US |
dc.contributor.department | Department of Earth, Ocean and Ecological Sciences, University of Liverpool, UK | en_US |
item.openairetype | article | - |
item.cerifentitytype | Publications | - |
item.languageiso639-1 | en | - |
item.grantfulltext | restricted | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
item.fulltext | With Fulltext | - |
crisitem.author.dept | University of Granada, Spain | - |
crisitem.author.dept | Istituto Nazionale di Geofisica e Vulcanologia, Sezione di Pisa, Italy | - |
crisitem.author.dept | University of Liverpool, UK | - |
crisitem.author.dept | Department of Earth, Ocean and Ecological Sciences, University of Liverpool, UK | - |
crisitem.author.dept | Department of Signal Theory, Telematics and Communications, University of Granada, Spagna | - |
crisitem.author.dept | Universidad de Granada, Departamento de Teoría de la Señal Telemática y Comunicaciones, Granada, Spain | - |
crisitem.author.dept | Instituto Andaluz de Geofisica, Universidad de Granada | - |
crisitem.author.dept | University of Liverpool, UK | - |
crisitem.author.orcid | 0000-0003-0094-9577 | - |
crisitem.author.orcid | 0000-0001-7486-8791 | - |
crisitem.author.orcid | 0000-0002-8279-2341 | - |
crisitem.author.orcid | 0000-0003-1755-3771 | - |
crisitem.author.orcid | 0000-0003-2636-3056 | - |
crisitem.classification.parent | 04. Solid Earth | - |
crisitem.department.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
Appears in Collections: | Article published / in press |
Files in This Item:
File | Description | Size | Format | Existing users please Login |
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2020_Picoss.pdf | Restricted Paper | 1.72 MB | Adobe PDF |
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