Predicting Earthquakes, Eruptions, and Tsunamis With Machine Learning Forecasting

Name: Predicting Earthquakes, Eruptions, and Tsunamis With Machine Learning Forecasting
Brand: Igi Global Scientific Publishing
SKU: 9798337380438
Price: 17366.0 INR
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ISBN13: 9798337380438
Binding: Paperback
Subject: N/A
Publisher: Igi Global Scientific Publishing
Publisher Imprint: Igi Global Scientific Publishing
Publication Date: May 14, 2026
Pages: 332
Original Price: GBP 136.9
Language: English
Edition: N/A
Item Weight: 577 grams
BISAC Subject(s): Earthquakes & Volcanoes

About The Book

As natural disasters grow in frequency and intensity, the need for faster and more accurate prediction has become increasingly urgent. Traditional physics-based models, while foundational, often struggle with computational limitations and incomplete or noisy data. In response, advances in machine learning and algorithmic techniques are opening new pathways for analyzing complex patterns and improving predictive capabilities. By harnessing data-driven approaches, researchers are beginning to transform how geo-hazards such as earthquakes, volcanic eruptions, and tsunamis are understood and anticipated. Predicting Earthquakes, Eruptions, and Tsunamis With Machine Learning Forecasting addresses the critical need to improve the accuracy and speed of natural disaster prediction by leveraging advanced machine learning (ML) and algorithmic techniques. Through a comprehensive, interdisciplinary approach, the book demonstrates how ML methods can be applied to complex geophysical datasets such as seismic waveforms, GPS deformation data, satellite imagery, thermal signals, and ocean buoy readings to enhance predictive capabilities. Covering topics such as aftershock sequence forecasting, eruption prediction, and volcanic seismicity, this book is a fundamental academic resource for graduate and doctoral students, disaster risk management practitioners, technology developers, data scientists, policy makers and more.

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