Flood Forecasting Using Machine Learning Methods

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Flood Forecasting Using Machine Learning Methods

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Author : Fi-John Chang
language : en
Publisher: MDPI
Release Date : 2019-02-28

Flood Forecasting Using Machine Learning Methods written by Fi-John Chang and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-28 with Technology & Engineering categories.

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.

Flood Forecasting Using Machine Learning Methods

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Author :
language : en
Publisher:
Release Date : 2019

Flood Forecasting Using Machine Learning Methods written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.

This book is a printed edition of the Special Issue Flood Forecasting Using Machine Learning Methods that was published in Water.

Development Of Flood Prediction Models Using Machine Learning Techniques

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Author : Bhanu Partap Singh Kanwar
language : en
Publisher:
Release Date : 2022

Development Of Flood Prediction Models Using Machine Learning Techniques written by Bhanu Partap Singh Kanwar and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with Missouri categories.

"Flooding and flash flooding events damage infrastructure elements and pose a significant threat to the safety of the people residing in susceptible regions. There are some methods that government authorities rely on to assist in predicting these events in advance to provide warning, but such methodologies have not kept pace with modern machine learning. To leverage these algorithms, new models must be developed to efficiently capture the relationships among the variables that influence these events in a given region. These models can be used by emergency management personnel to develop more robust flood management plans for susceptible areas. The research investigates machine learning techniques to analyze the relationships between multiple variables influencing flood activities in Missouri. The first research contribution utilizes a deep learning algorithm to improve the accuracy and timelessness of flash flood predictions in Greene County, Missouri. In addition, a risk analysis study is conducted to advise the existing flash flood management strategies for the region. The second contribution presents a comparative analysis of different machine learning techniques to develop a classification model and predict the likelihood of flash flooding in Missouri. The third contribution introduces an ensemble of Long Short-Term Memory (LSTM) deep learning models used in conjunction with clustering to create virtual gauges and predict river water levels at unmonitored locations. The LSTM models predict river water levels 4 hours in advance. These outputs empower emergency management decision makers with an advanced warning to better implement flood management plans in regions of Missouri not served with river gauge monitoring"--Abstract, page iv.

Computer And Information Technology

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Author : Prasad Yarlagadda
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2014-02-06

Computer And Information Technology written by Prasad Yarlagadda and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-02-06 with Technology & Engineering categories.

Selected, peer reviewed papers from the International Forum on Computer and Information Technology (IFCIT 2013), December 24-25, 2013, Shenzhen, China

Handbook Of Applied Hydrology Second Edition

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Author : Vijay P. Singh
language : en
Publisher: McGraw Hill Professional
Release Date : 2016-03-07

Handbook Of Applied Hydrology Second Edition written by Vijay P. Singh and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-03-07 with Technology & Engineering categories.

Fully Updated Hydrology Principles, Methods, and Applications Thoroughly revised for the first time in 50 years, this industry-standard resource features chapter contributions from a “who’s who” of international hydrology experts. Compiled by a colleague of the late Dr. Chow, Chow’s Handbook of Applied Hydrology, Second Edition, covers scientific and engineering fundamentals and presents all-new methods, processes, and technologies. Complete details are provided for the full range of ecosystems and models. Advanced chapters look to the future of hydrology, including climate change impacts, extraterrestrial water, social hydrology, and water security. Chow’s Handbook of Applied Hydrology, Second Edition, covers: · The Fundamentals of Hydrology · Data Collection and Processing · Hydrology Methods · Hydrologic Processes and Modeling · Sediment and Pollutant Transport · Hydrometeorologic and Hydrologic Extremes · Systems Hydrology · Hydrology of Large River and Lake Basins · Applications and Design · The Future of Hydrology

Application Of Machine Learning Techniques To Flood Forecasting In The Upper Reach Of The Huai River

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Author : Xue Yunpeng
language : en
Publisher:
Release Date : 2001

Application Of Machine Learning Techniques To Flood Forecasting In The Upper Reach Of The Huai River written by Xue Yunpeng and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with categories.

Annals Of Glaciology

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Author :
language : en
Publisher:
Release Date : 2008

Annals Of Glaciology written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Glaciology categories.

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Author : 國立臺灣大學. 生物資源暨農學院
language : zh-CN
Publisher:
Release Date : 2018

written by 國立臺灣大學. 生物資源暨農學院 and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Agriculture categories.

Encyclopedia Of Hydrological Sciences

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Author : M. G. Anderson
language : en
Publisher:
Release Date : 2005

Encyclopedia Of Hydrological Sciences written by M. G. Anderson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Mathematics categories.

The Encyclopedia of hydrological sciences provides detailed, expert coverage of the subject. Organized into 17 themed parts, it offers up-to-date, scientifically rigorous information on all key aspects of the subject, from sub-catchment to the global scale.

Index To Theses With Abstracts Accepted For Higher Degrees By The Universities Of Great Britain And Ireland And The Council For National Academic Awards

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Author :
language : en
Publisher:
Release Date : 2006

Index To Theses With Abstracts Accepted For Higher Degrees By The Universities Of Great Britain And Ireland And The Council For National Academic Awards written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Dissertations, Academic categories.