Research Article

Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis

Volume: 6 Number: 3 July 1, 2023
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Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis

Abstract

In recent years, there has been a noticeable increase in the number of disasters caused by the effects of global climate change. In this context, various studies are carried out in our country and in the world in order to reduce the effects of climate change. The classification of regions affected by climate change into similar classes in terms of climate parameters is important in terms of applying similar methods in studies to be carried out in these regions. Thus, a correct strategy will be determined in the studies to be carried out in order to reduce the effects of climate change. The observation records evaluated within the scope of the study were used from 31 stations in the Black Sea Region of the Turkish State Meteorological Service, covering the period between 1982 and 2020. Cluster analysis was carried out using the Fuzzy C-Means. As a result of the study, the optimum cluster among the clusters formed by Fuzzy C-Means was determined by Silhouette index analysis. The optimal number of clusters is suggested as 4.

Keywords

References

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Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

July 1, 2023

Submission Date

May 13, 2023

Acceptance Date

June 2, 2023

Published in Issue

Year 2023 Volume: 6 Number: 3

APA
Kır, G., Ülke Keskin, A., & Zeybekoğlu, U. (2023). Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis. Black Sea Journal of Engineering and Science, 6(3), 210-218. https://doi.org/10.34248/bsengineering.1296734
AMA
1.Kır G, Ülke Keskin A, Zeybekoğlu U. Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis. BSJ Eng. Sci. 2023;6(3):210-218. doi:10.34248/bsengineering.1296734
Chicago
Kır, Gürkan, Aslı Ülke Keskin, and Utku Zeybekoğlu. 2023. “Clustering of Precipitation in the Black Sea Region With by Fuzzy C-Means and Silhouette Index Analysis”. Black Sea Journal of Engineering and Science 6 (3): 210-18. https://doi.org/10.34248/bsengineering.1296734.
EndNote
Kır G, Ülke Keskin A, Zeybekoğlu U (July 1, 2023) Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis. Black Sea Journal of Engineering and Science 6 3 210–218.
IEEE
[1]G. Kır, A. Ülke Keskin, and U. Zeybekoğlu, “Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis”, BSJ Eng. Sci., vol. 6, no. 3, pp. 210–218, July 2023, doi: 10.34248/bsengineering.1296734.
ISNAD
Kır, Gürkan - Ülke Keskin, Aslı - Zeybekoğlu, Utku. “Clustering of Precipitation in the Black Sea Region With by Fuzzy C-Means and Silhouette Index Analysis”. Black Sea Journal of Engineering and Science 6/3 (July 1, 2023): 210-218. https://doi.org/10.34248/bsengineering.1296734.
JAMA
1.Kır G, Ülke Keskin A, Zeybekoğlu U. Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis. BSJ Eng. Sci. 2023;6:210–218.
MLA
Kır, Gürkan, et al. “Clustering of Precipitation in the Black Sea Region With by Fuzzy C-Means and Silhouette Index Analysis”. Black Sea Journal of Engineering and Science, vol. 6, no. 3, July 2023, pp. 210-8, doi:10.34248/bsengineering.1296734.
Vancouver
1.Gürkan Kır, Aslı Ülke Keskin, Utku Zeybekoğlu. Clustering of Precipitation in the Black Sea Region with by Fuzzy C-Means and Silhouette Index Analysis. BSJ Eng. Sci. 2023 Jul. 1;6(3):210-8. doi:10.34248/bsengineering.1296734

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