Deep Learning for Hydrometeorology and Environmental Science

Language: English

Published by Springer International Publishing Jan 2022, 2022

303064779X / 9783030647797

Series: Book 88 of 101 - Water Science and Technology Library

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book provides a step-by-step methodology and derivation of deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN), especially for estimating parameters, with back-propagation as well as examples with real datasets of hydrometeorology (e.g. streamflow and temperature) and environmental science (e.g. water quality). Deep learning is known as part of machine learning methodology based on the artificial neural network. Increasing data availability and computing power enhance applications of deep learning to hydrometeorological and environmental fields. However, books that specifically focus on applications to these fields are limited.Most of deep learning books demonstrate theoretical backgrounds and mathematics. However, examples with real data and step-by-step explanations to understand the algorithms in hydrometeorology and environmental science are very rare. This book focuses on the explanation of deep learning techniques and their applications to hydrometeorological and environmental studies with real hydrological and environmental data. This book covers the major deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN) as well as the conventional artificial neural network model. 220 pp. Englisch.

Seller Inventory # 9783030647797

Title
Deep Learning for Hydrometeorology and Environmental Science
Author
Taesam Lee
Publisher
Springer International Publishing Jan 2022
Publication year
2022
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
303064779X
ISBN 13
9783030647797
Item weight
341 grams
Dimensions
235x155x13 mm
Series
Book 88 of 101: Water Science and Technology Library

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

Item5 to 15 business days5 to 15 business days
First itemUS$ 26.33US$ 26.33
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BuchWeltWeit Ludwig Meier e.K.

Germany