Intelligent Methods with Applications in Volcanology and Seismology / / by Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
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| Autore: |
Hajian Alireza
|
| Titolo: |
Intelligent Methods with Applications in Volcanology and Seismology / / by Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar
|
| Pubblicazione: | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 |
| Edizione: | 1st ed. 2023. |
| Descrizione fisica: | 1 online resource (216 pages) |
| Disciplina: | 006.3 |
| 551.21 | |
| Soggetto topico: | Physical geography |
| Machine learning | |
| Geology | |
| Natural disasters | |
| Earth System Sciences | |
| Statistical Learning | |
| Natural Hazards | |
| Persona (resp. second.): | NunnariGiuseppe |
| KimiaefarRoohollah | |
| Nota di bibliografia: | Includes bibliographical references. |
| Nota di contenuto: | 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. |
| Sommario/riassunto: | 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. . |
| Titolo autorizzato: | Intelligent Methods with Applications in Volcanology and Seismology |
| ISBN: | 3-031-15432-0 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910678257003321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Advances in Volcanology, An Official Book Series of the International Association of Volcanology and Chemistry of the Earth’s Interior, . 2364-3285