Earthquake Prediction for the Duzce Province in the Marmara Region Using Artificial Intelligence

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dc.authoridGunes, Ali/0000-0001-6177-3136
dc.contributor.authorPura, Turgut
dc.contributor.authorGunes, Peri
dc.contributor.authorGunes, Ali
dc.contributor.authorHameed, Ali Alaa
dc.date.accessioned2024-05-19T14:41:05Z
dc.date.available2024-05-19T14:41:05Z
dc.date.issued2023
dc.departmentİstinye Üniversitesien_US
dc.description.abstractBy definition, an earthquake is a naturally occurring event. This natural event may be a disaster that causes significant damage, loss of life, and other economic effects. The possibility of predicting a natural event such as an earthquake will minimize the negative effects mentioned above. In this study, data collection, processing, and data evaluation regarding earthquakes were carried out. Earthquake forecasting was performed using the RNN (recurrent neural network) method. This study was carried out using seismic data with a magnitude of 3.0 and above of the Duzce Province between 1990 and 2022. In order to increase the learning potential of the method, the b and d values of earthquakes were calculated. The detection of earthquakes within a specific time interval in the Marmara region of Turkey, the classification of earthquake-related seismic data using artificial neural networks, and the generation of predictions for the future highlight the importance of this study. Our results demonstrated that the prediction performance could be significantly improved by incorporating the b and d coefficients of earthquakes, as well as the data regarding the distance between the Moon and the Earth, along with the use of recurrent neural networks (RNNs).en_US
dc.identifier.doi10.3390/app13158642
dc.identifier.issn2076-3417
dc.identifier.issue15en_US
dc.identifier.urihttps://doi.org10.3390/app13158642
dc.identifier.urihttps://hdl.handle.net/20.500.12713/5061
dc.identifier.volume13en_US
dc.identifier.wosWOS:001045385100001en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isoenen_US
dc.publisherMdpien_US
dc.relation.ispartofApplied Sciences-Baselen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.snmz20240519_kaen_US
dc.subjectEarthquakeen_US
dc.subjectRecurrent Neural Networken_US
dc.subjectPredictionen_US
dc.subjectArtificial Neural Networken_US
dc.titleEarthquake Prediction for the Duzce Province in the Marmara Region Using Artificial Intelligenceen_US
dc.typeArticleen_US

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