Flood Forecasting Using Machine Learning Methods

Language: English

Published by MDPI AG, 2019

3038975486 / 9783038975489

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nach der Bestellung gedruckt Neuware - Printed after ordering - Nowadays, the degree and scale of flood hazards has been massively increasing as a result of the changing climate, and large-scale floods jeopardize lives and properties, causing great economic losses, in the inundation-prone areas of the world. Early flood warning systems are promising countermeasures against flood hazards and losses. A collaborative assessment according to multiple disciplines, comprising hydrology, remote sensing, and meteorology, of the magnitude and impacts of flood hazards on inundation areas significantly contributes to model the integrity and precision of flood forecasting. Methodologically oriented countermeasures against flood hazards may involve the forecasting of reservoir inflows, river flows, tropical cyclone tracks, and flooding at different lead times and/or scales. Analyses of impacts, risks, uncertainty, resilience, and scenarios coupled with policy-oriented suggestions will give information for flood hazard mitigation. Emerging advances in computing technologies coupled with big-data mining have boosted data-driven applications, among which Machine Learning technology, with its flexibility and scalability in pattern extraction, has modernized not only scientific thinking but also predictive applications. This book explores recent Machine Learning advances on flood forecast and management in a timely manner and presents interdisciplinary approaches to modelling the complexity of flood hazards-related issues, with contributions to integrative solutions from a local, regional or global perspective.

Seller Inventory # 9783038975489

Title
Flood Forecasting Using Machine Learning Methods
Author
Fi-John Chang
Publisher
MDPI AG
Publication year
2019
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3038975486
ISBN 13
9783038975489
Item weight
960 grams
Dimensions
244x170x24 mm

AHA-BUCH GmbH

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