The earthquake events and impacts mapping in Bali and Nusa Tenggara using a clustering method

Harini, Sri and Fahmi, Hisyam and Dwi Mulyanto, Angga and Khudzaifah, Muhammad (2020) The earthquake events and impacts mapping in Bali and Nusa Tenggara using a clustering method. Presented at 10th International Conference on Green Technology (ICGT), 2-3 Oktober 2019, UIN Maulana Malik Ibrahim Malang, Indonesia.

[img]
Preview
Text (Fulltext)
5381.pdf - Published Version
Available under License Creative Commons Attribution.

Download (460kB) | Preview
Full text available at: doi:10.1088/1755-1315/456/1/012087

Abstract

This article proposes the mapping of earthquake potential zones in Regional Center 3 (Bali and Nusa Tenggara, Indonesia) using the clustering method. A suitable clustering method to group spatial and non-convex data, such as earthquake data, is the Density-Based Spatial Clustering of Application with Noise (DBSCAN). We modify the epsilon parameter with the magnitude because it reflects the impact of the earthquake happens so that the epsilon value will be different for each point. Before the clustering process, magnitude is converted to kilometers (km) to determine the earthquake impact region, which will be used as epsilon. The earthquake impact region is obtained by computing the radius of the earthquake using the McCue Earthquake Perception Radius equation. This approach gives a good result for mapping the potential earthquake zones indicated by the cluster validity index that gives an average higher than 0 using the Silhouette index.

Item Type: Conference (Paper)
Subjects: 01 MATHEMATICAL SCIENCES > 0103 Numerical and Computational mathematics > 010399 Numerical and Computational Mathematics not elsewhere classified
Divisions: Faculty of Mathematics and Sciences > Department of Mathematics
Depositing User: Dr Sri Harini
Date Deposited: 14 Apr 2020 22:51

Downloads

Downloads per month over past year

Origin of downloads

Actions (login required)

View Item View Item