International Conference on Industrial Revolution for Polytechnic Education
Vol. 2 No. 2 (2020): International Conference on Industrial Revolution for Polytechnic Education

Adaptive Neural Fuzzy Inference System and Automatic Clustering For Earthquake Prediction in Indonesia

Mohammad Nur Shodiq,Dedy Hidayat Kusuma,Mirza Ghulam Rifqi,Ali Ridho Barakbah,Tri Harsono (Unknown)



Article Info

Publish Date
15 Dec 2021

Abstract

Earthquake is a type of natural disaster. The Indonesian archipelago is located in the world's three mega plates, they are Australian plate, Eurasian plate, and Pacific plate. Therefore, it is possible for applied of earthquake risk of mitigation. One of them is to provide information about earthquake occurrences. This information is used for spatiotemporal analysis of earthquakes. This paper presented Spatial Analysis of Magnitude Distribution for Earthquake Prediction using adaptive neural fuzzy inference system (ANFIS) based on automatic clustering in Indonesia. This system has 3 main sections: (1) Data preprocessing, (2) Automatic Clustering, (3) Adaptive Neural Fuzzy Inference System. For experimental study, earthquake data is obtained Indonesian Agency for Meteorological, Climatological, and Geophysics (BMKG) and the United States Geological Survey’s (USGS), the year 2010-2017 in the location of Indonesia. Automatic clustering process produces The optimal number of cluster, that is 7 clusters. Each cluster will be analyzed based on earthquake distribution. its calculate the b value of earthquake to get the seven seismicity indicators. Then, implementation for ANFIS uses 100 training epochs, Number of MFs is 2, MFs type input is gaussmf. The ANFIS result showed that the system can predict the non-occurrence of aftershocks with the average performance of 70%

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Journal Info

Abbrev

icirpe

Publisher

Subject

Agriculture, Biological Sciences & Forestry Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Electrical & Electronics Engineering Industrial & Manufacturing Engineering Mathematics

Description

International Conference on Industrial Revolution for Polytechnic Education is one of the event included in Polytechnic Exhibition and Seminar held by Ministry of research and Higher Education. The theme of this event is "Empowering polytechnic Education for Industrial revolution ...