Estimating the Probability of Earthquake Magnitude Between Mw = 4 and Mw = 5 for Turkey
Author(s) -
Türkay Dereli,
Cihan Çetinkaya,
Nazmiye Çelik
Publication year - 2019
Publication title -
ifip advances in information and communication technology
Language(s) - English
Resource type - Book series
SCImago Journal Rank - 0.189
H-Index - 53
eISSN - 1868-4238
pISSN - 1868-422X
DOI - 10.1007/978-3-030-18293-9_9
Subject(s) - magnitude (astronomy) , earthquake magnitude , artificial neural network , earthquake prediction , earthquake simulation , regression analysis , seismology , regression , environmental science , statistics , geology , mathematics , computer science , physics , machine learning , scaling , geometry , astronomy
Earthquake is a type of disaster that occurs suddenly in different magnitudes. When magnitude of an earthquake increases it is expected that the effects are much more. Earthquakes in varying magnitude between 4 Mw and 5 Mw cause uneasiness among the public even if they do not cause heavy damage. The aim of this study is to estimate the probability of an earthquake between 4.0 and 5.0 by using artificial neural network model. Monthly real data between 2006 and 2015 is used for the model. Data is analyzed in MATLAB neural network tool, then estimated output value obtained via analysis and output of test value is compared with regression equation. Besides, seasonal effects on magnitude of earthquake are examined. Results show that 90.51% of the earthquake probability between 4.0 and 5.0 can be estimated by using artificial neural network model.
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