Intelligent Methods with Applications in Volcanology and Seismology
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 mod...
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| Hoofdauteurs: | , , |
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| Coauteur: | |
| Formaat: | Elektronisch E-boek |
| Taal: | Engels |
| Gepubliceerd in: |
Cham :
Springer International Publishing : Imprint: Springer,
2023.
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| Editie: | 1st ed. 2023. |
| Reeks: | Advances in Volcanology, An Official Book Series of the International Association of Volcanology and Chemistry of the Earth’s Interior,
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| Onderwerpen: | |
| Online toegang: | https://doi.org/10.1007/978-3-031-15432-4 |
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| 100 | 1 | |a Hajian, Alireza. |e author. |0 (orcid)0000-0002-1614-539X |1 https://orcid.org/0000-0002-1614-539X |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 245 | 1 | 0 | |a Intelligent Methods with Applications in Volcanology and Seismology |h [electronic resource] / |c by Alireza Hajian, Giuseppe Nunnari, Roohollah Kimiaefar. |
| 250 | |a 1st ed. 2023. | ||
| 264 | 1 | |a Cham : |b Springer International Publishing : |b Imprint: Springer, |c 2023. | |
| 300 | |a 1 online resource (XVII, 203 p. 219 illus.). |b 133 illus. in color. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 490 | 1 | |a Advances in Volcanology, An Official Book Series of the International Association of Volcanology and Chemistry of the Earth’s Interior, |x 2364-3285 | |
| 505 | 0 | |a 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. | |
| 520 | |a 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. . | ||
| 588 | |a Print version record. | ||
| 650 | 0 | |a Physical geography. | |
| 650 | 0 | |a Machine learning. | |
| 650 | 0 | |a Geology. | |
| 650 | 0 | |a Natural disasters. | |
| 650 | 1 | 4 | |a Earth System Sciences. |
| 650 | 2 | 4 | |a Statistical Learning. |
| 650 | 2 | 4 | |a Geology. |
| 650 | 2 | 4 | |a Natural Hazards. |
| 700 | 1 | |a Nunnari, Giuseppe. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 700 | 1 | |a Kimiaefar, Roohollah. |e author. |0 (orcid)0000-0003-1264-6872 |1 https://orcid.org/0000-0003-1264-6872 |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
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| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9783031154317 |
| 776 | 0 | 8 | |i Printed edition: |z 9783031154331 |
| 776 | 0 | 8 | |i Printed edition: |z 9783031154348 |
| 830 | 0 | |a Advances in Volcanology, An Official Book Series of the International Association of Volcanology and Chemistry of the Earth’s Interior, |x 2364-3285 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-3-031-15432-4 |
| 912 | |a ZDB-2-EES | ||
| 912 | |a ZDB-2-SXEE | ||
| 950 | |a Earth and Environmental Science (SpringerNature-11646) | ||
| 950 | |a Earth and Environmental Science (R0) (SpringerNature-43711) | ||