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Intelligent Methods with Applications in Volcanology and Seismology 2023 ed. [Pehme köide]

  • Formaat: Paperback / softback, 203 pages, kõrgus x laius: 254x178 mm, 133 Illustrations, color; 86 Illustrations, black and white; XVII, 203 p. 219 illus., 133 illus. in color., 1 Paperback / softback
  • Sari: Advances in Volcanology
  • Ilmumisaeg: 02-Mar-2024
  • Kirjastus: Springer International Publishing AG
  • ISBN-10: 3031154347
  • ISBN-13: 9783031154348
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  • Pehme köide
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  • Formaat: Paperback / softback, 203 pages, kõrgus x laius: 254x178 mm, 133 Illustrations, color; 86 Illustrations, black and white; XVII, 203 p. 219 illus., 133 illus. in color., 1 Paperback / softback
  • Sari: Advances in Volcanology
  • Ilmumisaeg: 02-Mar-2024
  • Kirjastus: Springer International Publishing AG
  • ISBN-10: 3031154347
  • ISBN-13: 9783031154348
Teised raamatud teemal:

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. 

Chapter1-Intelligent methods and motivations to use in volcanology and
seismology.- Chapter2-Machine Learning: The concepts.- Chapter 3 - Machine
Learning Applications in volcanology and seismology.
Chapter 4 - Deep
Learning: The concepts.- Chapter 5:Deep Learning: Applications in Seismology
and Volcanology.- Chapter 6: Evolutionary Algorithms with focus on Genetic
Algorithm.- Chapter 7: Application of Genetic Algorithm in volcanology and
seismology.