Statistical Interpretation of Webnet Seismograms By Artificial Neural Nets
作者： Axel Plešinger , Bohuslav Růžek , Alena Boušková
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摘要: We employed multilayer perceptrons (MLP), self organizing feature maps (SOFM), and learning vector quantization (LVQ) to reveal interpret statistically significant features of different categories waveform parameter vectors extracted from three-component WEBNET velocigrams. In this contribution we present discuss in a summarizing manner the results (i) SOFM classification MLP discrimination between microearthquakes explosions on basis single-station spectral amplitude vectors, (ii) SOFM/LVQ recognition initial onset polarities PV'-waveforms, (iii) source mechanism study January 1997 microearthquake swarm based combined multi-station PV-onset polarity SH/PVamplitude ratio (CPA) data.
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sci-hub.se 参考文章(11)
Josef Horálek, Tomáš Fischer, Alena Boušková, Petr Jedlička, The Western Bohemia/Vogtland Region in the Light of the Webnet Network Studia Geophysica Et Geodaetica. ,vol. 44, pp. 107- 125 ,(2000) , 10.1023/A:1022198406514
J. Horálek, J. Šílený, T. Fischer, A. Slancová, A. Boušková, Scenario of the January 1997 West Bohemia Earthquake Swarm Studia Geophysica Et Geodaetica. ,vol. 44, pp. 491- 521 ,(2000) , 10.1023/A:1021811600752
A. Špičák, Magma Intrusions and Earthquake Swarm Occurrence in the Western Part of the Bohemian Massif Studia Geophysica Et Geodaetica. ,vol. 43, pp. 87- 106 ,(1999) , 10.1023/A:1023366210017
Tomáš Fischer, Josef Horálek, Refined Locations of The Swarm Earthquakes In The Nový Kostel Focal Zone and Spatial Distribution of The January 1997 Swarm In Western Bohemia, Czech Republic Studia Geophysica Et Geodaetica. ,vol. 44, pp. 210- 226 ,(2000) , 10.1023/A:1022162826079
Timothy Masters, Practical neural network recipes in C ,(1993)
T. Kohonen, The self-organizing map Proceedings of the IEEE. ,vol. 78, pp. 1464- 1480 ,(1990) , 10.1109/5.58325
J. Horálek, F. Hampl, A. Boušková, T. Fischer, Seismic regime of the west Bohemian earthquake swarm region: Preliminary results Studia Geophysica et Geodætica. ,vol. 40, pp. 398- 412 ,(1996) , 10.1007/BF02300767
R. Lippmann, An introduction to computing with neural nets IEEE ASSP Magazine. ,vol. 4, pp. 4- 22 ,(1987) , 10.1109/MASSP.1987.1165576
Axel Plešinger, Miloslav Musil, Discrimination between local microearthquakes and quarry blasts by multi-layer perceptrons and Kohonen maps Bulletin of the Seismological Society of America. ,vol. 86, pp. 1077- 1090 ,(1996)
Howard B. Demuth, Mark Hudson Beale, Martin T. Hagan, Neural Network Toolbox™ User's Guide ,(2015)