LEADER 02671nam 2200505 450 001 9910678257003321 005 20230523072701.0 010 $a3-031-15432-0 024 7 $a10.1007/978-3-031-15432-4 035 $a(MiAaPQ)EBC7206747 035 $a(Au-PeEL)EBL7206747 035 $a(CKB)26183492500041 035 $a(DE-He213)978-3-031-15432-4 035 $a(PPN)269095276 035 $a(EXLCZ)9926183492500041 100 $a20230523d2023 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aIntelligent methods with applications in volcanology and seismology /$fAlireza Hajian, G. Nunnari, Roohollah Kimiaefar 205 $a1st ed. 2023. 210 1$aCham, Switzerland :$cSpringer,$d[2023] 210 4$dİ2023 215 $a1 online resource (216 pages) 225 1 $aAdvances in volcanology 311 08$aPrint version: Hajian, Alireza Intelligent Methods with Applications in Volcanology and Seismology Cham : Springer International Publishing AG,c2023 9783031154317 320 $aIncludes bibliographical references. 327 $aChapter1-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. 330 $aThis book presents intelligent methods like neural, neuro-fuzzy, machine learning, deep learning and metaheuristic methods and their applications in both volcanology and seismology. The complex system of volcanoes and also earthquakes is a big challenge to identify their behavior using available models, which motivates scientists to apply non-model based methods. As there are lots of seismology and volcanology data sets, i.e., the local and global networks, one solution is using intelligent methods in which data-based algorithms are used. . 410 0$aAdvances in volcanology. 606 $aArtificial intelligence 615 0$aArtificial intelligence. 676 $a006.3 700 $aHajian$b Alireza$01063315 702 $aNunnari$b Giuseppe 702 $aKimiaefar$b Roohollah 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910678257003321 996 $aIntelligent Methods with Applications in Volcanology and Seismology$93067759 997 $aUNINA