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Multidimensional scaling visualization of earthquake phenomena
Author(s) -
António M. Lopes,
J. A. Tenreiro Machado,
Carla M. A. Pinto,
Carlos Galhano
Publication year - 2013
Publication title -
journal of seismology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.52
H-Index - 55
eISSN - 1573-157X
pISSN - 1383-4649
DOI - 10.1007/s10950-013-9409-9
Subject(s) - multidimensional scaling , geographic coordinate system , visualization , seismology , magnitude (astronomy) , longitude , grid , computer science , geology , data mining , latitude , geodesy , physics , astronomy , machine learning
Earthquakes are associated with negative events, such as large number of casualties, destruction of buildings and infrastructures, or emergence of tsunamis. In this paper, we apply the Multidimensional Scaling (MDS) analysis to earthquake data. MDS is a set of techniques that produce spatial or geometric representations of complex objects, such that, objects perceived to be similar/distinct in some sense are placed nearby/distant on the MDS maps. The interpretation of the charts is based on the resulting clusters since MDS produces a different locus for each similarity measure. In this study, over three million seismic occurrences, covering the period from January 1, 1904 up to March 14, 2012 are analyzed. The events, characterized by their magnitude and spatiotemporal distributions, are divided into groups, either according to the Flinn–Engdahl seismic regions of Earth or using a rectangular grid based in latitude and longitude coordinates. Space-time and Space-frequency correlation indices are proposed to quantify the similarities among events. MDS has the advantage of avoiding sensitivity to the non-uniform spatial distribution of seismic data, resulting from poorly instrumented areas, and is well suited for accessing dynamics of complex systems. MDS maps are proven as an intuitive and useful visual representation of the complex relationships that are present among seismic events, which may not be perceived on traditional geographic maps. Therefore, MDS constitutes a valid alternative to classic visualization tools, for understanding the global behavior of earthquakes

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