Flood Forecasting Using Machine Learning Methods

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Publisher : MDPI
ISBN 13 : 3038975486
Total Pages : 376 pages
Book Rating : 4.0/5 (389 download)

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Book Synopsis Flood Forecasting Using Machine Learning Methods by : Fi-John Chang

Download or read book Flood Forecasting Using Machine Learning Methods written by Fi-John Chang and published by MDPI. This book was released on 2019-02-28 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Advances In Data-based Approaches For Hydrologic Modeling And Forecasting

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Publisher : World Scientific
ISBN 13 : 9814464759
Total Pages : 542 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Advances In Data-based Approaches For Hydrologic Modeling And Forecasting by : Bellie Sivakumar

Download or read book Advances In Data-based Approaches For Hydrologic Modeling And Forecasting written by Bellie Sivakumar and published by World Scientific. This book was released on 2010-08-10 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprehensively accounts the advances in data-based approaches for hydrologic modeling and forecasting. Eight major and most popular approaches are selected, with a chapter for each — stochastic methods, parameter estimation techniques, scaling and fractal methods, remote sensing, artificial neural networks, evolutionary computing, wavelets, and nonlinear dynamics and chaos methods. These approaches are chosen to address a wide range of hydrologic system characteristics, processes, and the associated problems. Each of these eight approaches includes a comprehensive review of the fundamental concepts, their applications in hydrology, and a discussion on potential future directions.

Dynamic Data Driven Applications Systems

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Publisher : Springer Nature
ISBN 13 : 3031526708
Total Pages : 434 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Dynamic Data Driven Applications Systems by : Erik Blasch

Download or read book Dynamic Data Driven Applications Systems written by Erik Blasch and published by Springer Nature. This book was released on with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Coastal Flooding: Modeling, Monitoring, and Protection Systems

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Publisher : Frontiers Media SA
ISBN 13 : 2889744558
Total Pages : 165 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Coastal Flooding: Modeling, Monitoring, and Protection Systems by : Valentina Prigiobbe

Download or read book Coastal Flooding: Modeling, Monitoring, and Protection Systems written by Valentina Prigiobbe and published by Frontiers Media SA. This book was released on 2022-02-21 with total page 165 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Coasts Under Changing Climate: Observations and Modeling

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Publisher : Frontiers Media SA
ISBN 13 : 288971926X
Total Pages : 197 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Coasts Under Changing Climate: Observations and Modeling by : Rafael Almar

Download or read book Coasts Under Changing Climate: Observations and Modeling written by Rafael Almar and published by Frontiers Media SA. This book was released on 2022-01-04 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Extreme Hydrology and Climate Variability

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Publisher : Elsevier
ISBN 13 : 0128159995
Total Pages : 584 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Extreme Hydrology and Climate Variability by : Assefa Melesse

Download or read book Extreme Hydrology and Climate Variability written by Assefa Melesse and published by Elsevier. This book was released on 2019-07-03 with total page 584 pages. Available in PDF, EPUB and Kindle. Book excerpt: Extreme Hydrology and Climate Variability: Monitoring, Modelling, Adaptation and Mitigation is a compilation of contributions by experts from around the world who discuss extreme hydrology topics, from monitoring, to modeling and management. With extreme climatic and hydrologic events becoming so frequent, this book is a critical source, adding knowledge to the science of extreme hydrology. Topics covered include hydrometeorology monitoring, climate variability and trends, hydrological variability and trends, landscape dynamics, droughts, flood processes, and extreme events management, adaptation and mitigation. Each of the book's chapters provide background and theoretical foundations followed by approaches used and results of the applied studies. This book will be highly used by water resource managers and extreme event researchers who are interested in understanding the processes and teleconnectivity of large-scale climate dynamics and extreme events, predictability, simulation and intervention measures. - Presents datasets used and methods followed to support the findings included, allowing readers to follow these steps in their own research - Provides variable methodological approaches, thus giving the reader multiple hydrological modeling information to use in their work - Includes a variety of case studies, thus making the context of the book relatable to everyday working situations for those studying extreme hydrology - Discusses extreme event management, including adaption and mitigation

Data Driven e-Science

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Publisher : Springer Science & Business Media
ISBN 13 : 1441980148
Total Pages : 526 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Data Driven e-Science by : Simon C. Lin

Download or read book Data Driven e-Science written by Simon C. Lin and published by Springer Science & Business Media. This book was released on 2011-02-04 with total page 526 pages. Available in PDF, EPUB and Kindle. Book excerpt: ISGC 2010, The International Symposium on Grid Computing was held at Academia Sinica, Taipei, Taiwan, March, 2010. The 2010 symposium brought together prestigious scientists and engineers worldwide to exchange ideas, present challenges/solutions and to discuss new topics in the field of Grid Computing. Data Driven e-Science: Use Cases and Successful Applications of Distributed Computing Infrastructures (ISGC 2010), an edited volume, introduces the latest achievements in grid technology for Biomedicine Life Sciences, Middleware, Security, Networking, Digital Library, Cloud Computing and more. This book provides Grid developers and end users with invaluable information for developing grid technology and applications. The last section of this book presents future development in the field of Grid Computing. This book is designed for a professional audience composed of grid users, developers and researchers working in the field of grid computing. Advanced-level students focused on computer science and engineering will also find this book valuable as a reference or secondary text book.

Hydrological Data Driven Modelling

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Publisher : Springer
ISBN 13 : 3319092359
Total Pages : 261 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Hydrological Data Driven Modelling by : Renji Remesan

Download or read book Hydrological Data Driven Modelling written by Renji Remesan and published by Springer. This book was released on 2014-11-03 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores a new realm in data-based modeling with applications to hydrology. Pursuing a case study approach, it presents a rigorous evaluation of state-of-the-art input selection methods on the basis of detailed and comprehensive experimentation and comparative studies that employ emerging hybrid techniques for modeling and analysis. Advanced computing offers a range of new options for hydrologic modeling with the help of mathematical and data-based approaches like wavelets, neural networks, fuzzy logic, and support vector machines. Recently machine learning/artificial intelligence techniques have come to be used for time series modeling. However, though initial studies have shown this approach to be effective, there are still concerns about their accuracy and ability to make predictions on a selected input space.

Climate Change, Hazards and Adaptation Options

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Publisher : Springer Nature
ISBN 13 : 3030374254
Total Pages : 1066 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Climate Change, Hazards and Adaptation Options by : Walter Leal Filho

Download or read book Climate Change, Hazards and Adaptation Options written by Walter Leal Filho and published by Springer Nature. This book was released on 2020-02-14 with total page 1066 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the issue of climate change risks and hazards holistically. Climate change adaptation aims at managing climate risks and hazards to an acceptable level, taking advantage of any positive opportunities that may arise. At the same time, developing suitable responses to hazards for communities and users of climate services is important in ensuring the success of adaptation measures. But despite this, knowledge about adaptation options, including possible actions that can be implemented to improve adaptation and reduce the impacts of climate change hazards, is still limited. Addressing this need, the book presents studies and research findings and offers a catalogue of potential adaptation options that can be explored. It also includes case studies providing illustrative and inspiring examples of how we can adapt to a changing climate.

Rainfall-Runoff Modelling

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Publisher : John Wiley & Sons
ISBN 13 : 047071459X
Total Pages : 489 pages
Book Rating : 4.4/5 (77 download)

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Book Synopsis Rainfall-Runoff Modelling by : Keith J. Beven

Download or read book Rainfall-Runoff Modelling written by Keith J. Beven and published by John Wiley & Sons. This book was released on 2012-01-30 with total page 489 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rainfall-Runoff Modelling: The Primer, Second Edition is the follow-up of this popular and authoritative text, first published in 2001. The book provides both a primer for the novice and detailed descriptions of techniques for more advanced practitioners, covering rainfall-runoff models and their practical applications. This new edition extends these aims to include additional chapters dealing with prediction in ungauged basins, predicting residence time distributions, predicting the impacts of change and the next generation of hydrological models. Giving a comprehensive summary of available techniques based on established practices and recent research the book offers a thorough and accessible overview of the area. Rainfall-Runoff Modelling: The Primer Second Edition focuses on predicting hydrographs using models based on data and on representations of hydrological process. Dealing with the history of the development of rainfall-runoff models, uncertainty in mode predictions, good and bad practice and ending with a look at how to predict future catchment hydrological responses this book provides an essential underpinning of rainfall-runoff modelling topics. Fully revised and updated version of this highly popular text Suitable for both novices in the area and for more advanced users and developers Written by a leading expert in the field Guide to internet sources for rainfall-runoff modelling software

Introduction to Soil Physics

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Publisher : Academic Press
ISBN 13 : 0080918697
Total Pages : 380 pages
Book Rating : 4.0/5 (89 download)

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Book Synopsis Introduction to Soil Physics by : Daniel Hillel

Download or read book Introduction to Soil Physics written by Daniel Hillel and published by Academic Press. This book was released on 2013-10-22 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a unified, condensed, and simplified version of the recently issued twin volumes, Fundamentals of Soil Physics and Applications of Soil Physics. Nonessential topics and complexities have been deleted, and little prior knowledge of the subject is assumed. An effort has been made to provide an elementary, readable, and self-sustaining description of the soil's physical properties and of the manner in which these properties govern the processes taking place in the field. Consideration is given to the ways in which the soil's processes can be influenced, for better or for worse, by man. Sample problems are provided in an attempt to illustrate how the abstract principles embodied in mathematical equations can be applied in practice. The author hope that the present version will be more accessible to students than its precursors and that it might serve to arouse their interest in the vital science of soil physics.

Hydrology: Advances in Theory and Practice

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Publisher : IWA Publishing
ISBN 13 : 1789061423
Total Pages : 154 pages
Book Rating : 4.7/5 (89 download)

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Book Synopsis Hydrology: Advances in Theory and Practice by : Nevil W. Quinn

Download or read book Hydrology: Advances in Theory and Practice written by Nevil W. Quinn and published by IWA Publishing. This book was released on 2020-04-15 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hydrology: Advances in Theory and Practice, brings together contributions to both the theory and practice of hydrology, including chapters on (amongst other topics) flood estimation methods and hydrological modelling. The book also looks forward with a global hydrology research agenda fit for the 2030s, and explores how to make advances in hydrological modelling – based on almost 50 years of modelling experience. In Focus – a book series that showcases the latest accomplishments in water research. Each book focuses on a specialist area with papers from top experts in the field. It aims to be a vehicle for in-depth understanding and inspire further conversations in the sector.

Rainfall-runoff Modelling In Gauged And Ungauged Catchments

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Publisher : World Scientific
ISBN 13 : 1783260661
Total Pages : 333 pages
Book Rating : 4.7/5 (832 download)

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Book Synopsis Rainfall-runoff Modelling In Gauged And Ungauged Catchments by : Thorsten Wagener

Download or read book Rainfall-runoff Modelling In Gauged And Ungauged Catchments written by Thorsten Wagener and published by World Scientific. This book was released on 2004-09-09 with total page 333 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Computational and Experimental Simulations in Engineering

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Publisher : Springer Nature
ISBN 13 : 3031687752
Total Pages : 1074 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Computational and Experimental Simulations in Engineering by : Kun Zhou

Download or read book Computational and Experimental Simulations in Engineering written by Kun Zhou and published by Springer Nature. This book was released on with total page 1074 pages. Available in PDF, EPUB and Kindle. Book excerpt:

HEC River Analysis System (HEC-RAS)

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Publisher :
ISBN 13 :
Total Pages : 16 pages
Book Rating : 4.3/5 (121 download)

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Book Synopsis HEC River Analysis System (HEC-RAS) by : Gary W. Brunner

Download or read book HEC River Analysis System (HEC-RAS) written by Gary W. Brunner and published by . This book was released on 1994 with total page 16 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Nature-Based Solutions for Urban Water Management

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Publisher : Frontiers Media SA
ISBN 13 : 2832545165
Total Pages : 135 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Nature-Based Solutions for Urban Water Management by : Junguo Liu

Download or read book Nature-Based Solutions for Urban Water Management written by Junguo Liu and published by Frontiers Media SA. This book was released on 2024-02-23 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: Water plays an essential role in the development and functioning of a city, but could also be a key risk factor for urban pluvial flooding, which may occur more frequently in the context of future climate change. The traditional means of flood risk management relied heavily on engineering measures, or the use of “gray” infrastructure. Recently, there has been a call to integrate nature-based solutions (NBS), which make use of natural processes and ecosystem services, with conventional engineering approaches. NBS infrastructures and designs pay great attention to ecosystem services considerations in assessing their induced hydrological processes, as well as in managing the stormwater and mitigating urban flood and droughts. Nevertheless, compared with grey infrastructure, larger space could be demanded for NBS, while the buffer effect for NBS in extremes events is still uncertain for evaluation.

Mathematical Modeling of Random and Deterministic Phenomena

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Publisher : John Wiley & Sons
ISBN 13 : 1786304546
Total Pages : 308 pages
Book Rating : 4.7/5 (863 download)

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Book Synopsis Mathematical Modeling of Random and Deterministic Phenomena by : Solym Mawaki Manou-Abi

Download or read book Mathematical Modeling of Random and Deterministic Phenomena written by Solym Mawaki Manou-Abi and published by John Wiley & Sons. This book was released on 2020-04-28 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights mathematical research interests that appear in real life, such as the study and modeling of random and deterministic phenomena. As such, it provides current research in mathematics, with applications in biological and environmental sciences, ecology, epidemiology and social perspectives. The chapters can be read independently of each other, with dedicated references specific to each chapter. The book is organized in two main parts. The first is devoted to some advanced mathematical problems regarding epidemic models; predictions of biomass; space-time modeling of extreme rainfall; modeling with the piecewise deterministic Markov process; optimal control problems; evolution equations in a periodic environment; and the analysis of the heat equation. The second is devoted to a modelization with interdisciplinarity in ecological, socio-economic, epistemological, demographic and social problems. Mathematical Modeling of Random and Deterministic Phenomena is aimed at expert readers, young researchers, plus graduate and advanced undergraduate students who are interested in probability, statistics, modeling and mathematical analysis.