Intelligent Methods with Applications in Volcanology and Seismology - Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar

Intelligent Methods with Applications in Volcanology and Seismology

Buch | Softcover
XVII, 203 Seiten
2024 | 2023
Springer International Publishing (Verlag)
978-3-031-15434-8 (ISBN)
181,89 inkl. MwSt

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.

Erscheinungsdatum
Reihe/Serie Advances in Volcanology
Zusatzinfo XVII, 203 p. 219 illus., 133 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 178 x 254 mm
Themenwelt Naturwissenschaften Geowissenschaften Geologie
Schlagworte Deep learning • Intelligent Methods • machine learning • Neuro-Fuzzy Systems • Real-time seismic signal discrimination
ISBN-10 3-031-15434-7 / 3031154347
ISBN-13 978-3-031-15434-8 / 9783031154348
Zustand Neuware
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