Predicting the Magnitude of Possible Earthquakes in the Shahrood District of Khalkhal County, Ardabil, Iran, Using Artificial Neural Networks

Message:
Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:
Background and objective

Earthquakes are natural disasters that can cause high damage. Prediction of earthquakes is necessary to reduce damages, develop resistant infrastructure, and prevent the loss of life in human societies. This research aims to predict the magnitude of possible earthquakes in the Shahrood district of Khalkhal County using artificial neural networks (ANN). 

Method 

A multi-layer perceptron neural network was used to predict earthquake magnitude. 

Results

The results showed that in the fault areas, especially the Kalur fault, earthquakes with a magnitude of 1-3 on the Richter scale are more likely to occur (70%). The likelihood of earthquakes with a magnitude of 4-6 on the Richter scale is moderate (26%) and the earthquakes with a magnitude of 7-10 on the Richter scale have a very low probability (4%).

Conclusion

In future studies, it is recommended to use machine learning models to better and more accurately predict earthquakes in the studied area.

Language:
Persian
Published:
Journal of Disaster Prevention and Management Knowledge, Volume:14 Issue: 2, 2024
Pages:
158 to 177
https://www.magiran.com/p2760872  
سامانه نویسندگان
  • Mehrdad Vahabzadeh Zargari
    Author (2)
    MSc Graduated eomorphology and Environmental Management, Department of Physical Geography, University of Mohaghegh Ardabili, Ardabil, Iran
    Vahabzadeh Zargari، Mehrdad
  • Behrouz Nezafat Takle
    Author (3)
    MSc Graduated Uma, University of Mohaghegh Ardabili, Ardabil, Iran
    Nezafat Takle، Behrouz
  • Sayeh Abidi Hamlabad
    Author (4)
    BSc Graduated undergraduate geomorphology student, university of mohaghegh ardabili, University of Mohaghegh Ardabili, Ardabil, Iran
    Abidi Hamlabad، Sayeh
اطلاعات نویسنده(گان) توسط ایشان ثبت و تکمیل شده‌است. برای مشاهده مشخصات و فهرست همه مطالب، صفحه رزومه را ببینید.
مقالات دیگری از این نویسنده (گان)