Prediction of the earthquake magnitude by time series methods along the East Anatolian Fault, Turkey

被引:0
作者
Hatice Oncel Cekim
Senem Tekin
Gamze Özel
机构
[1] Hacettepe University,Department of Statistics
[2] Adıyaman University,Department of Mining and Mineral Extraction
来源
Earth Science Informatics | 2021年 / 14卷
关键词
Earthquake prediction; Time series analysis; ARIMA; Singular spectrum analysis;
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学科分类号
摘要
In this study, the magnitude of an earthquake in the East Anatolian Fault (EAF) of Turkey are predicted based on previous earthquakes whose magnitudes are four or more by two-time series methods, namely autoregressive integrated moving average (ARIMA) and singular spectrum analysis (SSA). These methods are quite new in seismology despite being successful techniques in other branches of science. We use ARIMA and SSA models to train and predict the mean and maximum values of the earthquakes' magnitudes due to seismological events between years 1900 and 2019. 447 earthquake magnitudes between 1900 and 1995 are used for training models, and then 447 magnitudes between 1995 and 2019 are taken into account for testing. The root mean square error (RMSE) is calculated to evaluate the accuracy of each model. The results demonstrate that the SSA model is better than the ARIMA model to predict the earthquake magnitude. Hence, for the years 2020 to 2030 the magnitude of an earthquake is forecasted using the SSA model. The result shows that the highest magnitude of earthquake is forecasted for the year 2021 in magnitude level of 4.0–5.9.
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页码:1339 / 1348
页数:9
相关论文
共 74 条
  • [1] Aksoy E(2007)Lake Hazar basin: A negative flower structure on the east anatolian fault system (EAFS), SE Turkey Turk J Earth Sci 16 319-338
  • [2] Inceoez M(1972)The East Anatolian fault system; thoughts on its development Min Res Explor Inst Turkey Bull 78 33-39
  • [3] Koçyiğit A(1972)Magnitude and time distributions of earthquakes in Turkey Bull Int Inst Seismol Earthq Eng 7 1-10
  • [4] Arpat E(1979)Seismic risk in Turkey-a preliminary approach Tectonophysics 54 9-16
  • [5] Şaroğlu F(2015)Earthquake hazard analysis for East Anatolian Fault Zone, Turkey Nat Hazards 76 1063-1077
  • [6] Aslan E(2005)Relationships between fundamental seismic hazard parameters for the different source regions in Turkey Nat Hazards 36 445-462
  • [7] Bath M(1986)Extracting qualitative dynamics from experimental data Physica D 20 217-236
  • [8] Bayrak E(2017)Seismic and a-seismic tectonic motions along the East Anatolian Fault: Seismic Gap or Creep in the east of Hazar Lake? AKU J Sci Eng 17 257-263
  • [9] Yılmaz Ş(1986)A method for predicting future large earthquakes using extreme order statistics Phys Earth Planet Inter 42 241-245
  • [10] Softa M(1986)Shortening of continental lithosphere: the neotectonics of Eastern Anatolia—a young collision zone Geological Society, London, Special Publications 19 1-36