Advances in Streamflow Forecasting

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Author :
Publisher : Elsevier
ISBN 13 : 0128209240
Total Pages : 404 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Advances in Streamflow Forecasting by : Priyanka Sharma

Download or read book Advances in Streamflow Forecasting written by Priyanka Sharma and published by Elsevier. This book was released on 2021-06-20 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Streamflow Forecasting: From Traditional to Modern Approaches covers the three major data-driven approaches of streamflow forecasting including traditional approach of statistical and stochastic time-series modelling with their recent developments, stand-alone data-driven approach such as artificial intelligence techniques, and modern hybridized approach where data-driven models are combined with preprocessing methods to improve the forecast accuracy of streamflows and to reduce the forecast uncertainties. This book starts by providing the background information, overview, and advances made in streamflow forecasting. The overview portrays the progress made in the field of streamflow forecasting over the decades. Thereafter, chapters describe theoretical methodology of the different data-driven tools and techniques used for streamflow forecasting along with case studies from different parts of the world. Each chapter provides a flowchart explaining step-by-step methodology followed in applying the data-driven approach in streamflow forecasting. This book addresses challenges in forecasting streamflows by abridging the gaps between theory and practice through amalgamation of theoretical descriptions of the data-driven techniques and systematic demonstration of procedures used in applying the techniques. Language of this book is kept simple to make the readers understand easily about different techniques and make them capable enough to straightforward replicate the approach in other areas of their interest. This book will be vital for hydrologists when optimizing the water resources system, and to mitigate the impact of destructive natural disasters such as floods and droughts by implementing long-term planning (structural and nonstructural measures), and short-term emergency warning. Moreover, this book will guide the readers in choosing an appropriate technique for streamflow forecasting depending upon the given set of conditions. Contributions from renowned researchers/experts of the subject from all over the world to provide the most authoritative outlook on streamflow forecasting Provides an excellent overview and advances made in streamflow forecasting over the past more than five decades and covers both traditional and modern data-driven approaches in streamflow forecasting Includes case studies along with detailed flowcharts demonstrating a systematic application of different data-driven models in streamflow forecasting, which helps understand the step-by-step procedures

Advances in Hydrologic Forecasts and Water Resources Management

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Author :
Publisher : MDPI
ISBN 13 : 3039368044
Total Pages : 274 pages
Book Rating : 4.0/5 (393 download)

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Book Synopsis Advances in Hydrologic Forecasts and Water Resources Management by : Fi-John Chang

Download or read book Advances in Hydrologic Forecasts and Water Resources Management written by Fi-John Chang and published by MDPI. This book was released on 2021-01-20 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: The impacts of climate change on water resource management, as well as increasingly severe natural disasters over the last decades, have caught global attention. Reliable and accurate hydrological forecasts are essential for efficient water resource management and the mitigation of natural disasters. While the notorious nonlinear hydrological processes make accurate forecasts a very challenging task, it requires advanced techniques to build accurate forecast models and reliable management systems. One of the newest techniques for modeling complex systems is artificial intelligence (AI). AI can replicate the way humans learn and has great capability to efficiently extract crucial information from large amounts of data to solve complex problems. The fourteen research papers published in this Special Issue contribute significantly to the uncertainty assessment of operational hydrologic forecasting under changing environmental conditions and the promotion of water resources management by using the latest advanced techniques, such as AI techniques. The fourteen contributions across four major research areas: (1) machine learning approaches to hydrologic forecasting; (2) uncertainty analysis and assessment on hydrological modeling under changing environments; (3) AI techniques for optimizing multi-objective reservoir operation; (4) adaption strategies of extreme hydrological events for hazard mitigation. The papers published in this issue will not only advance water sciences but also help policymakers to achieve more sustainable and effective water resource management.

Advances in Data-Based Approaches for Hydrologic Modeling and Forecasting

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Author :
Publisher :
ISBN 13 : 9814464759
Total Pages : 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 :

Download or read book Advances in Data-Based Approaches for Hydrologic Modeling and Forecasting written by and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Recursive Streamflow Forecasting

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Author :
Publisher : CRC Press
ISBN 13 : 0203841441
Total Pages : 212 pages
Book Rating : 4.2/5 (38 download)

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Book Synopsis Recursive Streamflow Forecasting by : Jozsef Szilagyi

Download or read book Recursive Streamflow Forecasting written by Jozsef Szilagyi and published by CRC Press. This book was released on 2017-06-29 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook is a practical guide to real-time streamflow forecasting that provides a rigorous description of a coupled stochastic and physically based flow routing method and its practical applications. This method is used in current times of record-breaking floods to forecast flood levels by various hydrological forecasting services. By knowing

Hydrologic Sciences

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Publisher : National Academies Press
ISBN 13 : 0309174074
Total Pages : 148 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Hydrologic Sciences by : National Research Council

Download or read book Hydrologic Sciences written by National Research Council and published by National Academies Press. This book was released on 1998-11-11 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hydrologic science, an important, interdisciplinary science dealing with the occurrence, distribution, and properties of water on Earth, is key to understanding and resolving many contemporary, large-scale environmental issues. The Water Science and Technology Board used the opportunity of its 1997 Abel Wolman Distinguished Lecture to assess the vitality of the hydrologic sciences by the hydrologic community. The format included focus by lecturer Thomas Dunne on the intellectual vitality of the hydrologic sciences, followed by a symposium featuring several invited papers and discussions. Hydrologic Sciences is a compilation of the Wolman Lecture and the papers, preceded by a summarizing overview. The volume stresses a number of needs for furtherance of hydrologic science, including development of a coherent body of transferable theory and an intellectual center for the science, communication across multiple geo- and environmental science disciplines, appropriate measurements and observations, and provision of central guidance for the field.

Assessing the National Streamflow Information Program

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Publisher : National Academies Press
ISBN 13 : 0309166241
Total Pages : 176 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Assessing the National Streamflow Information Program by : National Research Council

Download or read book Assessing the National Streamflow Information Program written by National Research Council and published by National Academies Press. This book was released on 2004-08-19 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: From warning the public of impending floods to settling legal arguments over water rights, the measurement of streamflow ("streamgaging") plays a vital role in our society. Having good information about how much water is moving through our streams helps provide citizens with drinking water during droughts, control water pollution, and protect wildlife along our stream corridors. The U.S. Geological Survey's (USGS) streamgaging program provides such information to a wide variety of users interested in human safety, recreation, water quality, habitat, industry, agriculture, and other topics. For regional and national scale streamflow information needs, the USGS has created a National Streamflow Information Program (NSIP). In addition to streamgaging, the USGS envisions intensive data collection during floods and droughts, national assessments of streamflow characteristics, enhanced information delivery, and methods development and research. The overall goals of the program are to: meet legal and treaty obligations on interstate and international waters, support flow forecasting; measure river basin outflows, monitor sentinel watersheds for long-term trends in natural flows, and measure flows for water quality needs. But are these the right topics to collect data on? Or is the USGS on the wrong track? In general, the book is supportive of the design and content of NSIP, including its goals and methodology for choosing stream gages for inclusion in the program. It sees the ultimate goal of NSIP as developing the ability to use existing data-gathering sites to generate streamflow information with quantitative confidence limits at any location in the nation. It is just as important to have good measurements during droughts as during floods, and it therefore recommends supporting Natural Resource Conservation Service forecast sites in addition to those of the National Weather Service.

Bridging Science And Policy Implication For Managing Climate Extremes

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Publisher : World Scientific
ISBN 13 : 9813235675
Total Pages : 232 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Bridging Science And Policy Implication For Managing Climate Extremes by : Jung Hong-sang

Download or read book Bridging Science And Policy Implication For Managing Climate Extremes written by Jung Hong-sang and published by World Scientific. This book was released on 2017-12-19 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since 1980, the number of climate-related disasters has been greatly increased globally. Scientific consensus based on the IPCC fifth report suggested that global warming would bring more intense and frequent extreme climate events. These climate-related disasters hinder the achievement of sustainable economic growth and prosperity by disrupting supply chains, impeding production, destroying infrastructure, and necessitating high-cost rebuilding and recovery. To mitigate the climate extreme risks and possible losses, it is essential to maximize the utilization of scientific outputs and to share best practices in disaster risk management. Aligned with such purposes, Asia-Pacific Economic Cooperation (APEC) Climate Center (APCC) hosts the APEC Climate Symposium (APCS) every year. APCS focused on drought prediction and management in 2013, climate extremes and hydrological disaster in 2014, and efficient use of climate information for disaster risk management in 2015. This book aims to compile some of the important results from the latest research in climate extreme prediction and services and its application studies with a focus on climate extremes such as typhoons, droughts, and floods based on the APCS presentations during 2013–2015. Contents: Assessing Seasonal Climate Forecasts Over Africa to Support Decision-Making (Niko Wanders and Eric F Wood)Variability and Predictability of Climate Linked to Extreme Events (Swadhin Behera)Subseasonal Prediction of Extreme Weather Events (Bin Wang and Ja-Yeon Moon)Climate Services: For Informing Decisions and Managing Risk (Neil Plummer, Agata Imielska, Karl Braganza, David Jones, Janita Pahalad, Scott Power, Martin Schweitzer, Andrew Watkins, David Walland and Perry Wiles)Early Warning, Resilient Infrastructure and Risk Transfer (David P Rogers, Haleh Kootval and Vladimir V Tsirkunov)Climate Services for Sustainable Development (Mannava V K Sivakumar and Filipe Lucio)Future Changes of Extreme Weather and Natural Disasters due to Climate Change in Japan and Southeast Asia (Eiichi Nakakita, Yasuto Tachikawa, Tetsuya Takemi, Nobuhito Mori and Kenji Tanaka)Climate Change and Stream Temperature in the Willamette River Basin: Implications for Fish Habitat (Heejun Chang, Eric Watson and Angela Strecker)An Integrated Approach for Flood Inundation Modeling on Large Scales (Venkatesh Merwade, Mohammad Adnan Rajib and Zhu Liu)Service and Research on Seasonal Streamflow Forecasting in Australia (P M Feikema, Q J Wang, S Zhou, D Shin, D E Robertson, A Schepen, J Lerat, J C Bennett, N K Tuteja and D Jayasuriya)A Holistic Framework to Assess Drought Preparedness (Ximing Cai, Majid Shafiee-Jood, Yan Ge, Sylwia Kokoszka and Tushar Apurv)Priorities of the WMO Commission for Hydrology in the Context of Water, Climate and Risk Management (Liu Zhiyu)From Prediction to Scenario Analysis: A Brief Review and Commentary (Bryan C Bates) Readership: Graduate students, academics and researchers in meteorology/climatology, and weather forecasting services. Keywords: Review: Key Features: This book is useful for the students preparing for competitions like IYPTSupplementary materials (such as videos) are provided to demonstrate the experiments more vividlyExperimental demonstrations and numerical simulations made the technical solution accessible to general public

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.

Stochasticity, Nonlinearity and Forecasting of Streamflow Processes

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Publisher : IOS Press
ISBN 13 : 9781586036218
Total Pages : 220 pages
Book Rating : 4.0/5 (362 download)

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Book Synopsis Stochasticity, Nonlinearity and Forecasting of Streamflow Processes by : Wen Wang

Download or read book Stochasticity, Nonlinearity and Forecasting of Streamflow Processes written by Wen Wang and published by IOS Press. This book was released on 2006 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Streamflow forecasting is of great importance to water resources management and flood defense. On the other hand, a better understanding of the streamflow process is fundamental for improving the skill of streamflow forecasting. The methods for forecasting streamflows may fall into two general classes: process-driven methods and data-driven methods. Equivalently, methods for understanding streamflow processes may also be broken into two categories: physically-based methods and mathematically-based methods. This thesis focuses on using mathematically-based methods to analyze stochasticity and nonlinearity of streamflow processes based on univariate historic streamflow records, and presents data-driven models that are also mainly based on univariate streamflow time series. Six streamflow processes of five rivers in different geological regions are investigated for stochasticity and nonlinearity at several characteristic timescales.

Advances in Data-based Approaches for Hydrologic Modeling and Forecasting

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Publisher : World Scientific
ISBN 13 : 9814307971
Total Pages : 542 pages
Book Rating : 4.8/5 (143 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 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.

Next Generation Earth System Prediction

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Publisher : National Academies Press
ISBN 13 : 0309388805
Total Pages : 351 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis Next Generation Earth System Prediction by : National Academies of Sciences, Engineering, and Medicine

Download or read book Next Generation Earth System Prediction written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-08-22 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the nation's economic activities, security concerns, and stewardship of natural resources become increasingly complex and globally interrelated, they become ever more sensitive to adverse impacts from weather, climate, and other natural phenomena. For several decades, forecasts with lead times of a few days for weather and other environmental phenomena have yielded valuable information to improve decision-making across all sectors of society. Developing the capability to forecast environmental conditions and disruptive events several weeks and months in advance could dramatically increase the value and benefit of environmental predictions, saving lives, protecting property, increasing economic vitality, protecting the environment, and informing policy choices. Over the past decade, the ability to forecast weather and climate conditions on subseasonal to seasonal (S2S) timescales, i.e., two to fifty-two weeks in advance, has improved substantially. Although significant progress has been made, much work remains to make S2S predictions skillful enough, as well as optimally tailored and communicated, to enable widespread use. Next Generation Earth System Predictions presents a ten-year U.S. research agenda that increases the nation's S2S research and modeling capability, advances S2S forecasting, and aids in decision making at medium and extended lead times.

Hydrometeorology

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Publisher : Springer Science & Business Media
ISBN 13 : 904813403X
Total Pages : 355 pages
Book Rating : 4.0/5 (481 download)

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Book Synopsis Hydrometeorology by : Kevin Sene

Download or read book Hydrometeorology written by Kevin Sene and published by Springer Science & Business Media. This book was released on 2009-12-12 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Handbook of Hydrometeorological Ensemble Forecasting

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Publisher : Springer
ISBN 13 : 9783642399244
Total Pages : 0 pages
Book Rating : 4.3/5 (992 download)

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Book Synopsis Handbook of Hydrometeorological Ensemble Forecasting by : Qingyun Duan

Download or read book Handbook of Hydrometeorological Ensemble Forecasting written by Qingyun Duan and published by Springer. This book was released on 2016-05-06 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hydrometeorological prediction involves the forecasting of the state and variation of hydrometeorological elements -- including precipitation, temperature, humidity, soil moisture, river discharge, groundwater, etc.-- at different space and time scales. Such forecasts form an important scientific basis for informing public of natural hazards such as cyclones, heat waves, frosts, droughts and floods. Traditionally, and at most currently operational centers, hydrometeorological forecasts are deterministic, “single-valued” outlooks: i.e., the weather and hydrological models provide a single best guess of the magnitude and timing of the impending events. These forecasts suffer the obvious drawback of lacking uncertainty information that would help decision-makers assess the risks of forecast use. Recently, hydrometeorological ensemble forecast approaches have begun to be developed and used by operational collection of hydrometeorological services. In contrast to deterministic forecasts, ensemble forecasts are a multiple forecasts of the same events. The ensemble forecasts are generated by perturbing uncertain factors such as model forcings, initial conditions, and/or model physics. Ensemble techniques are attractive because they not only offer an estimate of the most probable future state of the hydrometeorological system, but also quantify the predictive uncertainty of a catastrophic hydrometeorological event occurring. The Hydrological Ensemble Prediction Experiment (HEPEX), initiated in 2004, has signaled a new era of collaboration toward the development of hydrometeorological ensemble forecasts. By bringing meteorologists, hydrologists and hydrometeorological forecast users together, HEPEX aims to improve operational hydrometeorological forecast approaches to a standard that can be used with confidence by emergencies and water resources managers. HEPEX advocates a hydrometeorological ensemble prediction system (HEPS) framework that consists of several basic building blocks. These components include:(a) an approach (typically statistical) for addressing uncertainty in meteorological inputs and generating statistically consistent space/time meteorological inputs for hydrological applications; (b) a land data assimilation approach for leveraging observation to reduce uncertainties in the initial and boundary conditions of the hydrological system; (c) approaches that address uncertainty in model parameters (also called ‘calibration’); (d) a hydrologic model or other approach for converting meteorological inputs into hydrological outputs; and finally (e) approaches for characterizing hydrological model output uncertainty. Also integral to HEPS is a verification system that can be used to evaluate the performance of all of its components. HEPS frameworks are being increasingly adopted by operational hydrometeorological agencies around the world to support risk management related to flash flooding, river and coastal flooding, drought, and water management. Real benefits of ensemble forecasts have been demonstrated in water emergence management decision making, optimization of reservoir operation, and other applications.

Hydrologic Time Series Analysis

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Publisher : Springer Science & Business Media
ISBN 13 : 9400718616
Total Pages : 280 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Hydrologic Time Series Analysis by : Deepesh Machiwal

Download or read book Hydrologic Time Series Analysis written by Deepesh Machiwal and published by Springer Science & Business Media. This book was released on 2012-03-05 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a dearth of relevant books dealing with both theory and application of time series analysis techniques, particularly in the field of water resources engineering. Therefore, many hydrologists and hydrogeologists face difficulties in adopting time series analysis as one of the tools for their research. This book fills this gap by providing a proper blend of theoretical and practical aspects of time sereies analysis. It deals with a comprehensive overview of time series characteristics in hydrology/water resources engineering, various tools and techniques for analyzing time series data, theoretical details of 31 available statistical tests along with detailed procedures for applying them to real-world time series data, theory and methodology of stochastic modelling, and current status of time series analysis in hydrological sciences. In adition, it demonstrates the application of most time series tests through a case study as well as presents a comparative performance evaluation of various time series tests, together with four invited case studies from India and abroad. This book will not only serve as a textbook for the students and teachers in water resources engineering but will also serve as the most comprehensive reference to educate researchers/scientists about the theory and practice of time series analysis in hydrological sciences. This book will be very useful to the students, researchers, teachers and professionals involved in water resources, hydrology, ecology, climate change, earth science, and environmental studies.

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.

Flash Flood Forecasting Over Complex Terrain

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Publisher : National Academies Press
ISBN 13 : 0309093163
Total Pages : 206 pages
Book Rating : 4.3/5 (9 download)

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Book Synopsis Flash Flood Forecasting Over Complex Terrain by : National Research Council

Download or read book Flash Flood Forecasting Over Complex Terrain written by National Research Council and published by National Academies Press. This book was released on 2005-01-28 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: The nation's network of more than 130 Next Generation Radars (NEXRADs) is used to detect wind and precipitation to help National Weather Service forecasters monitor and predict flash floods and other storms. This book assesses the performance of the Sulphur Mountain NEXRAD in Southern California, which has been scrutinized for its ability to detect precipitation in the atmosphere below 6000 feet. The book finds that the Sulphur Mountain NEXRAD provides crucial coverage of the lower atmosphere and is appropriately situated to assist the Los Angeles-Oxnard National Weather Service Forecast Office in successfully forecasting and warning of flash floods. The book concludes that, in general, NEXRAD technology is effective in mountainous terrain but can be improved.

Hydrological Drought

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Publisher : Gulf Professional Publishing
ISBN 13 : 9780444516886
Total Pages : 634 pages
Book Rating : 4.5/5 (168 download)

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Book Synopsis Hydrological Drought by : Lena M. Tallaksen

Download or read book Hydrological Drought written by Lena M. Tallaksen and published by Gulf Professional Publishing. This book was released on 2004 with total page 634 pages. Available in PDF, EPUB and Kindle. Book excerpt: The majority of the examples are taken from regions where the rivers run most of the year.