02671nam 2200505 450 991067825700332120230523072701.03-031-15432-010.1007/978-3-031-15432-4(MiAaPQ)EBC7206747(Au-PeEL)EBL7206747(CKB)26183492500041(DE-He213)978-3-031-15432-4(PPN)269095276(EXLCZ)992618349250004120230523d2023 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierIntelligent methods with applications in volcanology and seismology /Alireza Hajian, G. Nunnari, Roohollah Kimiaefar1st ed. 2023.Cham, Switzerland :Springer,[2023]©20231 online resource (216 pages)Advances in volcanologyPrint version: Hajian, Alireza Intelligent Methods with Applications in Volcanology and Seismology Cham : Springer International Publishing AG,c2023 9783031154317 Includes bibliographical references.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.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. .Advances in volcanology.Artificial intelligenceArtificial intelligence.006.3Hajian Alireza1063315Nunnari GiuseppeKimiaefar RoohollahMiAaPQMiAaPQMiAaPQBOOK9910678257003321Intelligent Methods with Applications in Volcanology and Seismology3067759UNINA