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  • © 2023

Intelligent Methods with Applications in Volcanology and Seismology

  • Describes various applications in volcanology and seismology
  • Provides well organized flowcharts and codes to clarify how to apply the intelligent methods
  • Covers examples of applications

Part of the book series: Advances in Volcanology (VOLCAN)

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Table of contents (7 chapters)

  1. Front Matter

    Pages i-xvii
  2. Intelligent Methods and Motivations to Use in Volcanology and Seismology

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 1-17
  3. Machine Learning: The Concepts

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 19-50
  4. Machine Learning Applications in Volcanology and Seismology

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 51-68
  5. Deep Learning: The Concepts

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 69-101
  6. Deep Learning: Applications in Seismology and Volcanology

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 103-140
  7. Evolutionary Algorithms with Focus on Genetic Algorithm

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 141-167
  8. Application of Genetic Algorithm in Volcanology and Seismology

    • Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
    Pages 169-203

About this book

This book presents intelligent methods like neural, neuro-fuzzy, machine learning, deep learning and metaheuristic methods and their applications in both volcanology and seismology. The complex system of volcanoes and also earthquakes is a big challenge to identify their behavior using available models, which motivates scientists to apply non-model based methods. As there are lots of seismology and volcanology data sets, i.e., the local and global networks, one solution is using intelligent methods in which data-based algorithms are used. 

Authors and Affiliations

  • Department of Physics, Najafabad Branch, Islamic Azad University, Najafabad, Iran

    Alireza Hajian, Roohollah Kimiaefar

  • Dipartimento di Ingegneria Elettrica, Elettronica e Informatica, Università degli Studi di Catania, Catania, Italy

    Giuseppe Nunnari

Bibliographic Information

Buy it now

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access