Online Flood Forecasting in Fast Responding Catchments on the Basis of a Synthesis of Artificial Neural Networks and Process Models

Online Flood Forecasting in Fast Responding Catchments on the Basis of a Synthesis of Artificial Neural Networks and Process Models
Title Online Flood Forecasting in Fast Responding Catchments on the Basis of a Synthesis of Artificial Neural Networks and Process Models PDF eBook
Author Johannes Cullmann
Publisher
Pages 150
Release 2006
Genre
ISBN 9783860055687

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Flood Forecasting Using Machine Learning Methods

Flood Forecasting Using Machine Learning Methods
Title Flood Forecasting Using Machine Learning Methods PDF eBook
Author Fi-John Chang
Publisher MDPI
Pages 376
Release 2019-02-28
Genre Technology & Engineering
ISBN 3038975486

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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.

Rainfall-runoff Modelling In Gauged And Ungauged Catchments

Rainfall-runoff Modelling In Gauged And Ungauged Catchments
Title Rainfall-runoff Modelling In Gauged And Ungauged Catchments PDF eBook
Author Thorsten Wagener
Publisher World Scientific
Pages 333
Release 2004-09-09
Genre Science
ISBN 1783260661

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This important monograph is based on the results of a study on the identification of conceptual lumped rainfall-runoff models for gauged and ungauged catchments. The task of model identification remains difficult despite decades of research. A detailed problem analysis and an extensive review form the basis for the development of a Matlab® modelling toolkit consisting of two components: a Rainfall-Runoff Modelling Toolbox (RRMT) and a Monte Carlo Analysis Toolbox (MCAT). These are subsequently applied to study the tasks of model identification and evaluation. A novel dynamic identifiability approach has been developed for the gauged catchment case. The theory underlying the application of rainfall-runoff models for predictions in ungauged catchments is studied, problems are highlighted and promising ways to move forward are investigated. Modelling frameworks for both gauged and ungauged cases are developed. This book presents the first extensive treatment of rainfall-runoff model identification in gauged and ungauged catchments.

Nile River Basin

Nile River Basin
Title Nile River Basin PDF eBook
Author Assefa M. Melesse
Publisher Springer Science & Business Media
Pages 431
Release 2011-03-28
Genre Science
ISBN 9400706898

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This book presents results of scientific studies ranging from hydrological modelling to water management and policy issues in the Nile River basin. It examines the physical, hydrometeorological and hydrogeological description of the basin along with analysis in understanding the hydrological processes of the basin under the changing land-use stemming from population pressure and increased natural resources tapping. The book discusses the increased impact of climate change on the river flows, and such issues as water availability and demand, management and policy to offset the imbalance between demand and available resources. This book will be of interest to researchers, practitioners, water resources mangers, policy makers as well as graduate and undergraduate students. It is a useful reference text for ecohydrology, arid zone hydrology, hydrology of transboundary rivers and similar courses.

Runoff Prediction in Ungauged Basins

Runoff Prediction in Ungauged Basins
Title Runoff Prediction in Ungauged Basins PDF eBook
Author Günter Blöschl
Publisher Cambridge University Press
Pages 491
Release 2013-04-18
Genre Science
ISBN 1107067553

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Predicting water runoff in ungauged water catchment areas is vital to practical applications such as the design of drainage infrastructure and flooding defences, runoff forecasting, and for catchment management tasks such as water allocation and climate impact analysis. This full colour book offers an impressive synthesis of decades of international research, forming a holistic approach to catchment hydrology and providing a one-stop resource for hydrologists in both developed and developing countries. Topics include data for runoff regionalisation, the prediction of runoff hydrographs, flow duration curves, flow paths and residence times, annual and seasonal runoff, and floods. Illustrated with many case studies and including a final chapter on recommendations for researchers and practitioners, this book is written by expert authors involved in the prestigious IAHS PUB initiative. It is a key resource for academic researchers and professionals in the fields of hydrology, hydrogeology, ecology, geography, soil science, and environmental and civil engineering.

Floods in a Changing Climate

Floods in a Changing Climate
Title Floods in a Changing Climate PDF eBook
Author P. P. Mujumdar
Publisher
Pages 177
Release 2012
Genre Climatic changes
ISBN 9781107235441

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"Hydrologic modelling of floods enables more accurate assessment of climate change impacts on flood magnitudes and frequencies. This book synthesises various modelling methodologies available to aid planning and operational decision making, with emphasis on methodologies applicable in data scarce regions, such as developing countries. Topics covered include: physical processes which transform precipitation into flood runoff, flood routing, assessment of likely changes in flood frequencies and magnitudes under climate change scenarios, and use of remote sensing, GIS and DEM technologies in modelling of floods to aid decision making. Problems included in each chapter, and supported by links to available online data sets and modelling tools accessible at www.cambridge.org/mujumdar, engage the reader with practical applications of the models"--

Hydrometeorology

Hydrometeorology
Title Hydrometeorology PDF eBook
Author Kevin Sene
Publisher Springer Science & Business Media
Pages 356
Release 2009-12-12
Genre Science
ISBN 904813403X

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This book describes recent developments in hydrometeorological forecasting techniques for a range of timescales, from short term to seasonal and longer terms. It conveniently brings together both meteorological and hydrological aspects in a single volume.