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Earthquakes, as perilous natural calamities, have been a significant reason for casualties caused around the world. If predicted accurately, it can offer a valuable window of time to make substantial preparations, safeguarding several lives around seismic-prone regions. India has been observing an increase in the frequency of earthquakes of varying magnitudes, particularly around the northern plains. Although there have been multiple studies performed on predictions of epicenters and magnitude, only a few are based on the Indian Subcontinent Dataset. This study aims to give predictions of magnitudes and possible epicenters with higher accuracy and precision. In this chapter, we use applications of various advanced technologies including metaheuristics mathematical analysis, machine learning models, and deep learning models to analyze the dataset to predict course of earthquakes occurring within or in the vicinity of India.

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Predictive Analytics for Seismic-Prone Regions of the Indian Subcontinent Using Machine Learning Techniques

  • 会议论文

  • 发表日期：

    2025年

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  • Ruchi Sharma,
  • Aniket Bhardwaj,
  • V. K. Chandana,
  • Manju Vyas,
  • Nidhi Tiwari

摘要

Earthquakes, as perilous natural calamities, have been a significant reason for casualties caused around the world. If predicted accurately, it can offer a valuable window of time to make substantial preparations, safeguarding several lives around seismic-prone regions. India has been observing an increase in the frequency of earthquakes of varying magnitudes, particularly around the northern plains. Although there have been multiple studies performed on predictions of epicenters and magnitude, only a few are based on the Indian Subcontinent Dataset. This study aims to give predictions of magnitudes and possible epicenters with higher accuracy and precision. In this chapter, we use applications of various advanced technologies including metaheuristics mathematical analysis, machine learning models, and deep learning models to analyze the dataset to predict course of earthquakes occurring within or in the vicinity of India.