Please use this identifier to cite or link to this item:
http://hdl.handle.net/2122/3501
DC Field | Value | Language |
---|---|---|
dc.contributor.authorall | Masotti, M.; Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.authorall | Campanini, R.; Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.authorall | Mazzacurati, L.; Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.authorall | Falsaperla, S.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione Catania, Catania, Italia | en |
dc.contributor.authorall | Langer, H.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione Catania, Catania, Italia | en |
dc.contributor.authorall | Spampinato, S.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione Catania, Catania, Italia | en |
dc.date.accessioned | 2007-12-20T09:22:27Z | en |
dc.date.available | 2007-12-20T09:22:27Z | en |
dc.date.issued | 2008 | en |
dc.identifier.uri | http://hdl.handle.net/2122/3501 | en |
dc.description | A paper on the software TREMOrEC has been accepted for publication on G-cubed. | en |
dc.description.abstract | We describe a stand-alone software utility named TREMOrEC, which carries out training and test of a Support Vector Machine (SVM) classifier. TREMOrEC is developed in Visual C++ and runs under Microsoft Windows operating systems. Ease of use and short time processing, along with the excellent performance of the SVM classifier, make this tool ideal for volcano monitoring. The development of TREMOrEC is motivated by the successful application of the SVM classifier to volcanic tremor data recorded at Mount Etna in 2001 [Masotti et al,. 2006]. In that application, spectrograms of volcanic tremor were divided according to their recording date into four classes associated with different states of activity, i.e., pre-eruptive, lava fountain, eruptive, or post-eruptive. During the training, SVM learned the a-priori classification. The classifier’s performance was then evaluated on test sets not considered for training. The classification results matched the actual class membership with less than 6% of error. | en |
dc.description.sponsorship | This work was financially supported by Istituto Nazionale di Geofisica e Vulcanologia and Dipartimento per la Protezione Civile (projects V4/02 and V4/03). | en |
dc.language.iso | English | en |
dc.subject | software | en |
dc.subject | Support Vector Machine | en |
dc.title | TREMOrEC: a software utility for automatic classification of volcanic tremor | en |
dc.type | web product | en |
dc.description.status | Submitted | en |
dc.identifier.URL | http://www.agu.org/journals/gc/ | en |
dc.subject.INGV | 05. General::05.01. Computational geophysics::05.01.05. Algorithms and implementation | en |
dc.description.obiettivoSpecifico | 1.4. TTC - Sorveglianza sismologica delle aree vulcaniche attive | en |
dc.description.fulltext | open | en |
dc.contributor.author | Masotti, M. | en |
dc.contributor.author | Campanini, R. | en |
dc.contributor.author | Mazzacurati, L. | en |
dc.contributor.author | Falsaperla, S. | en |
dc.contributor.author | Langer, H. | en |
dc.contributor.author | Spampinato, S. | en |
dc.contributor.department | Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.department | Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.department | Medical Imaging Group, Department of Physics, University of Bologna | en |
dc.contributor.department | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | en |
dc.contributor.department | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | en |
dc.contributor.department | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | en |
item.openairetype | web product | - |
item.cerifentitytype | Publications | - |
item.languageiso639-1 | en | - |
item.grantfulltext | open | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
item.fulltext | With Fulltext | - |
crisitem.author.dept | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | - |
crisitem.author.dept | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | - |
crisitem.author.dept | Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OE, Catania, Italia | - |
crisitem.author.orcid | 0000-0002-1071-3958 | - |
crisitem.author.orcid | 0000-0002-2508-8067 | - |
crisitem.author.orcid | 0000-0002-1954-1080 | - |
crisitem.author.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
crisitem.author.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
crisitem.author.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
crisitem.classification.parent | 05. General | - |
crisitem.department.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
crisitem.department.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
crisitem.department.parentorg | Istituto Nazionale di Geofisica e Vulcanologia | - |
Appears in Collections: | Web products |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
TREMOrEC.exe.gz | software | 982.8 kB | compressed format | View/Open |
2007GC001860R_ms01.avi | sample session (video) of TREMOrEC | 45.17 MB | video AVI | View/Open |
Page view(s)
138
checked on Apr 17, 2024
Download(s) 50
275
checked on Apr 17, 2024