EN
Investigation of Earthquakes in Turkey with Cluster Analysis
Öz
In this study, earthquakes with a magnitude of 3 and above occurring between 36-42 degrees North latitude and 26-45 degrees East longitude, within and around Turkey from 1980 to 2022, were considered. Turkey and its immediate surroundings were divided into 114-unit squares using latitude and longitude coordinates to investigate seismic similarities. The variables including 50130 earthquake depths and magnitudes in our data set were analyzed using the {K-Means Cluster Analysis} method in the SPSS program. Hierarchical clustering method was used to determine the number of clusters and the number of clusters was determined as 5 with the help of the dendrogram obtained. As a result of the cluster analysis, it was observed that 47% of the earthquakes in Turkey were at a depth of 5 to 10 km. It has been observed that 93% of the earthquake intensities occur between 3 and 4 magnitudes. A cluster analysis was conducted to assess the similarities and dissimilarities among earthquakes within these unit squares in terms of their magnitudes and depths. Due to the large sample size and the analysis involving continuous variables, the earthquake data were grouped into 5 clusters using non-hierarchical clustering methods, and the relationships within and between these clusters were observed.
Anahtar Kelimeler
Etik Beyan
There are no ethical issues after the publication of this manuscript.
Kaynakça
- [1]. Özel, G., Solmaz, A. (2012). Estimation of earthquake recurrence time in Turkey and investigation of seismicity according to neotectonic regions with Markov chain. Çankaya University Journal of Science and Engineering, 9(2), 125-138.
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- [4]. Orman, F. (2021), Investigation of Eurasian Countries in terms of Economic Freedom with Cluster Analysis. International Conference on Eurasian Economies: 24-25 August 2021, Istanbul: p.79-86.
- [5]. Boehmke, B., & Greenwell, B. (2020). Hands-on machine learning with R. Boca Raton: CRC Press, Taylor and Francis Group.
- [6]. Alpar, R. (2022). Applied Statistics and Validity-Reliability with Examples from Sports. Health and Educational Sciences 7th Edition. Detay Publishing, 2022.
- [7]. Demircioğlu M., Eşiyok, S. (2019). Classification of countries by cluster analysis in the fight against the Covid-19 pandemic. Istanbul Commerce University Journal of Social Sciences, 37, 369-389.
- [8]. Koldere Akın, Y. (2008). Clustering Algorithms and Clustering Analysis in Data Mining. Marmara University Doctoral Thesis, 8, 10, 16, 26-29.
Ayrıntılar
Birincil Dil
İngilizce
Konular
Deprem Mühendisliği
Bölüm
Araştırma Makalesi
Yayımlanma Tarihi
27 Mart 2024
Gönderilme Tarihi
8 Ocak 2024
Kabul Tarihi
24 Mart 2024
Yayımlandığı Sayı
Yıl 2024 Cilt: 20 Sayı: 1
APA
Şen, A. M., & Yıldız, Z. (2024). Investigation of Earthquakes in Turkey with Cluster Analysis. Celal Bayar University Journal of Science, 20(1), 41-48. https://doi.org/10.18466/cbayarfbe.1416472
AMA
1.Şen AM, Yıldız Z. Investigation of Earthquakes in Turkey with Cluster Analysis. Celal Bayar University Journal of Science. 2024;20(1):41-48. doi:10.18466/cbayarfbe.1416472
Chicago
Şen, Ahmet Murat, ve Zeki Yıldız. 2024. “Investigation of Earthquakes in Turkey with Cluster Analysis”. Celal Bayar University Journal of Science 20 (1): 41-48. https://doi.org/10.18466/cbayarfbe.1416472.
EndNote
Şen AM, Yıldız Z (01 Mart 2024) Investigation of Earthquakes in Turkey with Cluster Analysis. Celal Bayar University Journal of Science 20 1 41–48.
IEEE
[1]A. M. Şen ve Z. Yıldız, “Investigation of Earthquakes in Turkey with Cluster Analysis”, Celal Bayar University Journal of Science, c. 20, sy 1, ss. 41–48, Mar. 2024, doi: 10.18466/cbayarfbe.1416472.
ISNAD
Şen, Ahmet Murat - Yıldız, Zeki. “Investigation of Earthquakes in Turkey with Cluster Analysis”. Celal Bayar University Journal of Science 20/1 (01 Mart 2024): 41-48. https://doi.org/10.18466/cbayarfbe.1416472.
JAMA
1.Şen AM, Yıldız Z. Investigation of Earthquakes in Turkey with Cluster Analysis. Celal Bayar University Journal of Science. 2024;20:41–48.
MLA
Şen, Ahmet Murat, ve Zeki Yıldız. “Investigation of Earthquakes in Turkey with Cluster Analysis”. Celal Bayar University Journal of Science, c. 20, sy 1, Mart 2024, ss. 41-48, doi:10.18466/cbayarfbe.1416472.
Vancouver
1.Ahmet Murat Şen, Zeki Yıldız. Investigation of Earthquakes in Turkey with Cluster Analysis. Celal Bayar University Journal of Science. 01 Mart 2024;20(1):41-8. doi:10.18466/cbayarfbe.1416472