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Book Cover
E-book
Author Krasnopolʹsky, V. M.

Title The application of neural networks in the earth system sciences : neural networks emulations for complex multidimensional mappings / by Vladimir Krasnopolsky
Published Dordrecht : Springer, 2013

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Description 1 online resource
Series Atmospheric and oceanographic sciences library ; v. 46
Atmospheric and oceanographic sciences library ; v. 46.
Contents Introduction -- Introduction to Mapping and Neural Networks -- Atmospheric and Oceanic Remote Sensing Applications -- Applications of NNs to Developing Hybrid Earth System Numerical Models for Climate and Weather -- NN Ensembles and Their Applications -- Conclusions
Summary This book brings together a representative set of Earth System Science (ESS) applications of the neural network (NN) technique. It examines a progression of atmospheric and oceanic problems, which, from the mathematical point of view, can be formulated as complex, multidimensional, and nonlinear mappings. It is shown that these problems can be solved utilizing a particular type of NN - the multilayer perceptron (MLP). This type of NN applications covers the majority of NN applications developed in ESSs such as meteorology, oceanography, atmospheric and oceanic satellite remote sensing, numeric
Analysis atmosfeer
atmosphere
meteorologie
meteorology
klimatologie
climatology
wiskundige modellen
mathematical models
neurale netwerken
neural networks
computational science
kunstmatige intelligentie
artificial intelligence
aardwetenschappen
earth sciences
oceanografie
oceanography
remote sensing
fotogrammetrie
photogrammetry
Geology (General)
Geologie (algemeen)
Bibliography Includes bibliographical references and index
Notes Print version record
Subject Earth sciences -- Data processing.
Neural networks (Computer science)
Neural Networks, Computer
SCIENCE -- Earth Sciences -- General.
SCIENCE -- Physics -- Geophysics.
Sciences de la terre.
Environnement.
Earth sciences -- Data processing
Neural networks (Computer science)
Form Electronic book
ISBN 9789400760738
9400760736