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Please use this identifier to cite or link to this item: http://hdl.handle.net/2122/3239
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dc.contributor.authorallGiudicepietro, F.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.authorallEsposito, A.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.authorallD’Auria, L.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.authorallMartini, M.; Istituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.authorallScarpetta, S.; Dip. di Fisica “E.R. Caianiello” Univ. di Salernoen
dc.date.accessioned2007-12-13T18:02:06Zen
dc.date.available2007-12-13T18:02:06Zen
dc.date.issued2007en
dc.identifier.urihttp://hdl.handle.net/2122/3239en
dc.description.abstractThe availability of the new computing techniques allows to perform advanced analysis in near real time, improving the seismological monitoring systems, which can extract more significant information from the raw data in a really short time. However, the correct identification of the events remains a critical aspect for the reliability of near real time automatic analysis. We approach this problem by using Neural Networks (NN) for discriminating among the seismic signals recorded in the Neapolitan volcanic area (Vesuvius, Phlegraean Fields). The proposed neural techniques have been also applied to other sets of seismic data recorded in Stromboli volcano. The obtained results are very encouraging, giving 100% of correct classification for some transient signals recorded at Vesuvius and allowing the clustering of the large dataset of VLP events recorded at Stromboli volcano.en
dc.description.sponsorshipI.N.G.V.en
dc.language.isoEnglishen
dc.relation.ispartofseriesINGV- DPC/V4 PROJECTen
dc.subjectAUTOMATIC ANALYSISen
dc.subjectNETWORKSen
dc.titleAUTOMATIC ANALYSIS OF SEISMIC DATA BY USING NEURAL NETWORKS: APPLICATIONS TO ITALIAN VOLCANOES.en
dc.typereporten
dc.description.statusPublisheden
dc.type.QualityControlUnreferreden
dc.subject.INGV05. General::05.01. Computational geophysics::05.01.02. Cellular automata, fuzzy logic, genetic alghoritms, neural networksen
dc.relation.referencesBishop C. (1995) - Neural Networks for pattern recognition, Oxford University Press. 500 pp. Cercone J.M. and Martin J.R. (1994) - An application of neural networks to seismic signal discrimination, Phillips Laboratory, report no. 3, PL-TR-94-2178, Hanscon, AFB, Massachusetts. Del Pezzo E., Esposito A., Giudicepietro F., Marinaro M., Martini M. and Scarpetta S. (2003) - Discrimination of earthquakes and underwater explosions using neural networks, Bull. Seism. Soc. of Amer., BSSA Vol. 93, n.1, pp.215-223, 2003. Dowla F.U., Taylor S.R. and Anderson R.W. (1990) - Seismic discrimination with artificial neural networks: preliminary results with regional spectral data, Bull. Seism. Soc. Am. 80, 1346-1373. Dowla F.U. (1995) - Neural networks in seismic discrimination, in Monitoring a Comprehensive Test Ban Treaty, E.S. Husebye and A.M. Dainty (Editors), NATO ASI, Series E, Vol. 303, Kluwer, Dordrecht, The Netherlands, 777-789. A. M. Esposito, F. Giudicepietro, L. D’Auria, S. Scarpetta, M. Martini, C. Rowe, M. Marinaro (2006 a) - Unsupervised Neural Classification of Seismic Events for Volcano Monitoring. Poster Sessions in Cities on Volcanoes 4 Conference (COV4) - SYMPOSIUM IV, SESSION B: VOLCANO MONITORING - January 23-27 2006, Quito. A. M. Esposito, S. Scarpetta, F. Giudicepietro, S. Masiello, L. Pugliese, A. Esposito (200 b) - Nonlinear Exploratory Data Analysis Applied to Seismic Signals. B. Apolloni et al. (Eds.): WIRN/NAIS 2005, LNCS 3931, pp. 70 - 77, 2006, Springer-Verlag Berlin Heidelberg 2006. A. M. Esposito, F. Giudicepietro, S. Scarpetta, L. D’Auria, M. Marinaro, M. Martini (2006 c) - Automatic discrimination among landslide, explosion-quake and microtremor seismic signals at Stromboli volcano using Neural Networks. Bull Seismol. Soc. Am. (BSSA ) Vol. 96, No. 4A, pp. 1230-1240, August 2006, doi: 10.1785/0120050097. A. M. Esposito, F. Giudicepietro, L. D’Auria, S. Scarpetta, M. Martini, M. Marinaro, M. Coltelli (2007) - Automatic Analysis of VLP Seismic Signals by using Unsupervised Neural Network. Poster in the Session “New Developments in Semi-automatic and Fully-automatic Tools in Seismic Data Analysis” of the 2007 SSA Annual Meeting, 11-13 April 2007, Big Island, Hawaii. F. Giudicepietro, A. M. Esposito, S. Scarpetta, L. D’Auria, M. Marinaro, M. Martini (2006) - Discrimination among Landslide, Explosion-Quake and Volcanic Microtremor Seismic Signals at Stromboli Volcano. Poster Sessions in Cities on Volcanoes 4 Conference (COV4) - SYMPOSIUM IV, SESSION B: VOLCANO MONITORING - January 23-27 2006, Quito. F. Giudicepietro, A. M. Esposito, L. D’Auria, M. Martini, S. Scarpetta, M. Marinaro (2007) - Neural Analysis for Automatic Classification of Seismic Data: Applications to the Seismicity of Italian Volcanoes. Abstract in the Session “New Developments in Semiautomatic and Fully-automatic Tools in Seismic Data Analysis” of the 2007 SSA Annual Meeting, 11-13 April 2007, Big Island, Hawaii.Gitterman Y., Pinky V. and Shapira A. (1999) - Spectral discrimination analysis of Eurasian nuclear tests and earthquakes recorded by the Israel seismic network and the NORESS array, Phys. Earth. Planet. Interiors 113, 111-129. Hartse H.E., Phillips W.S., Fehler M.C. and House L.S. (1995) - Single-station spectral discrimination using coda waves, Bull. Seism. Soc. Am. 85, 1464-1474. Haykin, S. (1999) - Neural Networks: A Comprehensive Foundation, 2nd ed. (Englewood Cliffs, NJ: Prentice-Hall). Joswig, M. (1990) - Pattern recognition for earthquake detection, Bull. Seism. Soc. Am. 80, 170-186. Kohonen T., Hynninen J., Kangas J., Laaksonen J. (1996) - SOM_PAK: The self-organizing map program package. Report A31. Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland. Also available in the Internet at the address http://www.cis.hut.fi/research/som_lvq_pak.shtml. Kohonen T. (1997) - Self-Organizing Maps, Series in Information Sciences, Vol. 30. Springer, Heidelberg. Second ed. 1997. Makhoul J. (1975) - Linear prediction: a tutorial review, Proc. IEEE 63, 561-580. S. Masiello, A. M. Esposito, S. Scarpetta, F. Giudicepietro, A. Esposito, M. Marinaro (2005) - Application of Self Organized Maps and Curvilinear Component Analysis to the Discrimination of The Vesuvius Seismic Signals. In Proceedings of the International Workshop on Self Organizing Maps WSOM2005, Paris, France, pp. 387-396, 5-8 September 2005. Rowe C.A., Thurber C.H. and White R.A. (2004) - Dome growth behavior at Soufriere Hills volcano, Montserrat, revealed by relocation of volcanic event swarms, 1995-1996, Jour. Volc. Geotherm. Res. 134, 199-221. Scarpetta S., Giudicepietro F., Ezin E.C., Petrosino S., Del Pezzo E., Martini M. and Marinaro M. (2005) - Automatic Classification of seismic signals at Mt. Vesuvius Volcano, Italy using Neural Networks, Bull. Seism. Soc. Am. 95, 185-196. Tiira T. (1999) - Detecting teleseismic events using artificial neural networks, Comp. Geosci. 25, 929-939.en
dc.description.obiettivoSpecifico1.4. TTC - Sorveglianza sismologica delle aree vulcaniche attiveen
dc.description.fulltextopenen
dc.contributor.authorGiudicepietro, F.en
dc.contributor.authorEsposito, A.en
dc.contributor.authorD’Auria, L.en
dc.contributor.authorMartini, M.en
dc.contributor.authorScarpetta, S.en
dc.contributor.departmentIstituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.departmentIstituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.departmentIstituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.departmentIstituto Nazionale di Geofisica e Vulcanologia, Sezione OV, Napoli, Italiaen
dc.contributor.departmentDip. di Fisica “E.R. Caianiello” Univ. di Salernoen
item.openairetypereport-
item.cerifentitytypePublications-
item.languageiso639-1en-
item.grantfulltextopen-
item.openairecristypehttp://purl.org/coar/resource_type/c_93fc-
item.fulltextWith Fulltext-
crisitem.author.deptIstituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OV, Napoli, Italia-
crisitem.author.deptIstituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OV, Napoli, Italia-
crisitem.author.deptIstituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione OV, Napoli, Italia-
crisitem.author.deptIstituto Nazionale per la Fisica della Materia Sezione di Salerno and Istituto Nazionale di Fisica Nucleare Gruppo Collegato di Salerno, Italy-
crisitem.author.orcid0000-0001-6198-8655-
crisitem.author.orcid0000-0003-2192-3720-
crisitem.author.orcid0000-0001-9934-9218-
crisitem.author.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.author.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.author.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.classification.parent05. General-
crisitem.department.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.department.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.department.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.department.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
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