Deep Learning for Hydrometeorology and Environmental Science

Language: English

Published by Springer International Publishing Jan 2021, 2021

3030647765 / 9783030647766

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 # 9783030647766

Title
Deep Learning for Hydrometeorology and Environmental Science
Author
Taesam Lee
Publisher
Springer International Publishing Jan 2021
Publication year
2021
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030647765
ISBN 13
9783030647766
Item weight
500 grams
Dimensions
241x160x18 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$ 26.37US$ 26.37
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BuchWeltWeit Ludwig Meier e.K.

Germany