Pura, T.; Güneş, P.; Güneş, A.; Hameed, A.A. Earthquake Prediction for the Düzce Province in the Marmara Region Using Artificial Intelligence. Appl. Sci.2023, 13, 8642.
Pura, T.; Güneş, P.; Güneş, A.; Hameed, A.A. Earthquake Prediction for the Düzce Province in the Marmara Region Using Artificial Intelligence. Appl. Sci. 2023, 13, 8642.
Pura, T.; Güneş, P.; Güneş, A.; Hameed, A.A. Earthquake Prediction for the Düzce Province in the Marmara Region Using Artificial Intelligence. Appl. Sci.2023, 13, 8642.
Pura, T.; Güneş, P.; Güneş, A.; Hameed, A.A. Earthquake Prediction for the Düzce Province in the Marmara Region Using Artificial Intelligence. Appl. Sci. 2023, 13, 8642.
Abstract
An earthquake is a natural event by its general definition. This natural event is a disaster that causes significant damage, loss of life, and other economic effects that will damage the state. The possibility of predicting a natural event such as an earthquake will minimize the reasons mentioned. Data collection, data processing, and data evaluation were carried out in this study. Earthquake forecasting was performed using the data and the RNN (Recurrent Neural Network) method. The study was carried out on seismic data with a magnitude of 3.0 and above belonging to Düzce Province between 1990 and 2022. In order to increase the learning potential of the method, the b and d values of the earthquake were calculated and included in the data set, except for the earthquake magnitude. The determination of earthquakes in a specific time interval in regions of Turkey, the classification of earthquake-related seismic data using artificial neural networks, and the production of predictions for the future reveal the importance of this study.
Computer Science and Mathematics, Artificial Intelligence and Machine Learning
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
