Intelligent Methods with Applications in Volcanology and Seismology
Springer International Publishing (Verlag)
978-3-031-15434-8 (ISBN)
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 | 06.03.2024 |
|---|---|
| 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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