Data Driven Modeling For Water Resources Management

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Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering

Author : Shahab Araghinejad
Publisher : Springer Science & Business Media
Page : 292 pages
File Size : 55,9 Mb
Release : 2013-11-26
Category : Science
ISBN : 9789400775060

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Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering by Shahab Araghinejad Pdf

“Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering” provides a systematic account of major concepts and methodologies for data-driven models and presents a unified framework that makes the subject more accessible to and applicable for researchers and practitioners. It integrates important theories and applications of data-driven models and uses them to deal with a wide range of problems in the field of water resources and environmental engineering such as hydrological forecasting, flood analysis, water quality monitoring, regionalizing climatic data, and general function approximation. The book presents the statistical-based models including basic statistical analysis, nonparametric and logistic regression methods, time series analysis and modeling, and support vector machines. It also deals with the analysis and modeling based on artificial intelligence techniques including static and dynamic neural networks, statistical neural networks, fuzzy inference systems, and fuzzy regression. The book also discusses hybrid models as well as multi-model data fusion to wrap up the covered models and techniques. The source files of relatively simple and advanced programs demonstrating how to use the models are presented together with practical advice on how to best apply them. The programs, which have been developed using the MATLAB® unified platform, can be found on extras.springer.com. The main audience of this book includes graduate students in water resources engineering, environmental engineering, agricultural engineering, and natural resources engineering. This book may be adapted for use as a senior undergraduate and graduate textbook by focusing on selected topics. Alternatively, it may also be used as a valuable resource book for practicing engineers, consulting engineers, scientists and others involved in water resources and environmental engineering.

Hydrological Data Driven Modelling

Author : Renji Remesan,Jimson Mathew
Publisher : Springer
Page : 250 pages
File Size : 55,5 Mb
Release : 2014-11-03
Category : Science
ISBN : 9783319092355

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Hydrological Data Driven Modelling by Renji Remesan,Jimson Mathew Pdf

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.

Practical Hydroinformatics

Author : Robert J. Abrahart,Linda M. See,Dimitri P. Solomatine
Publisher : Springer Science & Business Media
Page : 495 pages
File Size : 45,6 Mb
Release : 2008-10-24
Category : Science
ISBN : 9783540798811

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Practical Hydroinformatics by Robert J. Abrahart,Linda M. See,Dimitri P. Solomatine Pdf

Hydroinformatics is an emerging subject that is expected to gather speed, momentum and critical mass throughout the forthcoming decades of the 21st century. This book provides a broad account of numerous advances in that field - a rapidly developing discipline covering the application of information and communication technologies, modelling and computational intelligence in aquatic environments. A systematic survey, classified according to the methods used (neural networks, fuzzy logic and evolutionary optimization, in particular) is offered, together with illustrated practical applications for solving various water-related issues. ...

Water Resource Systems Planning and Management

Author : Daniel P. Loucks,Eelco van Beek
Publisher : Springer
Page : 624 pages
File Size : 42,5 Mb
Release : 2017-03-02
Category : Technology & Engineering
ISBN : 9783319442341

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Water Resource Systems Planning and Management by Daniel P. Loucks,Eelco van Beek Pdf

This book is open access under a CC BY-NC 4.0 license. This revised, updated textbook presents a systems approach to the planning, management, and operation of water resources infrastructure in the environment. Previously published in 2005 by UNESCO and Deltares (Delft Hydraulics at the time), this new edition, written again with contributions from Jery R. Stedinger, Jozef P. M. Dijkman, and Monique T. Villars, is aimed equally at students and professionals. It introduces readers to the concept of viewing issues involving water resources as a system of multiple interacting components and scales. It offers guidelines for initiating and carrying out water resource system planning and management projects. It introduces alternative optimization, simulation, and statistical methods useful for project identification, design, siting, operation and evaluation and for studying post-planning issues. The authors cover both basin-wide and urban water issues and present ways of identifying and evaluating alternatives for addressing multiple-purpose and multi-objective water quantity and quality management challenges. Reinforced with cases studies, exercises, and media supplements throughout, the text is ideal for upper-level undergraduate and graduate courses in water resource planning and management as well as for practicing planners and engineers in the field.

Water Resources Assessment, Modelling and Management

Author : C. P. Kumar
Publisher : C. P. Kumar
Page : 410 pages
File Size : 47,8 Mb
Release : 2023-03-30
Category : Science
ISBN : 8210379456XXX

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Water Resources Assessment, Modelling and Management by C. P. Kumar Pdf

Water is one of the most vital resources on Earth and plays a crucial role in sustaining life. With the rapid increase in population and urbanization, the demand for water has been increasing exponentially, leading to an immense pressure on the existing water resources. In this context, the assessment, modelling, and management of water resources have become crucial to ensure sustainable development. This book, "Water Resources Assessment, Modelling and Management," is a collection of 101 articles that delve into various topics related to water resources. It covers various aspects related to surface water, groundwater, surface water modelling, groundwater modelling, management of water resources, challenges and strategies, advanced techniques in water resources, thrust areas. The book provides a special emphasis on water resources issues and management in India, which is crucial due to the significant water-related challenges faced by the country. The articles in the book offer a broad overview of the latest techniques, tools, and strategies used in the assessment, modelling, and management of water resources. Each article is concise, with a length of around three pages, and provides a brief yet informative summary of the respective topic. The aim of the book is to provide readers with a quick and accessible overview of each topic, without delving too deeply into technical details or using equations. To keep the content straightforward and easy to understand, the articles do not contain equations. However, readers who wish to explore a topic in more depth are encouraged to consult other relevant books and resources, where they can find more comprehensive information and mathematical formulations. The book aims to be a valuable resource for water resources professionals, researchers, and students who are interested in understanding the challenges associated with water resources and the strategies for their management. It covers a wide range of topics, including the latest techniques and tools used in water resources management, and the impact of climate change on water resources. Overall, the book provides a comprehensive overview of the current state of knowledge and practice in the assessment, modelling, and management of water resources. The book is expected to serve as a useful reference for anyone interested in this important and timely topic.

Computer Models for Water-Resources Planning and Management

Author : Ralph A. Wurbs
Publisher : DIANE Publishing
Page : 229 pages
File Size : 41,9 Mb
Release : 1997-04
Category : Electronic
ISBN : 9780788141706

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Computer Models for Water-Resources Planning and Management by Ralph A. Wurbs Pdf

This report is designed to help water managers & planners who are not expert in modeling, & modeling experts in one area who are interested in surveying available models in another area. Covers: model development & distribution org's.; general-purpose software; demand forecasting & balancing supply with demand; water distribution system models; ground water models; watershed runoff models; stream, hydraulics models; river & reservoir water quality models; & reservoir/river system operation models. Inventory of selected models appendix. Tables.

Essential Tools for Water Resources Analysis, Planning, and Management

Author : Omid Bozorg-Haddad
Publisher : Springer Nature
Page : 343 pages
File Size : 53,9 Mb
Release : 2021-05-25
Category : Science
ISBN : 9789813342958

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Essential Tools for Water Resources Analysis, Planning, and Management by Omid Bozorg-Haddad Pdf

This book describes concepts and tools needed for water resources management, including methods for modeling, simulation, optimization, big data analysis, data mining, remote sensing, geographical information system, game theory, conflict resolution, System dynamics, agent-based models, multiobjective, multicriteria, and multiattribute decision making and risk and uncertainty analysis, for better and sustainable management of water resources and consumption, thus mitigating the present and future global water shortage crisis. It presents the applications of these tools through case studies which demonstrate its benefits of proper management of water resources systems. This book acts as a reference for students, professors, industrial practitioners, and stakeholders in the field of water resources and hydrology.

Artificial Intelligence Applications in Water Treatment and Water Resource Management

Author : Shikuku, Victor
Publisher : IGI Global
Page : 289 pages
File Size : 44,9 Mb
Release : 2023-08-25
Category : Computers
ISBN : 9781668467930

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Artificial Intelligence Applications in Water Treatment and Water Resource Management by Shikuku, Victor Pdf

The emergence of a plethora of water contaminants as a result of industrialization has introduced complexity to water treatment processes. Such complexity may not be easily resolved using deterministic approaches. Artificial intelligence (AI) has found relevance and applications in almost all sectors and academic disciplines, including water treatment and management. AI provides dependable solutions in the areas of optimization, suspect screening or forensics, classification, regression, and forecasting, all of which are relevant for water research and management. Artificial Intelligence Applications in Water Treatment and Water Resource Management explores the different AI techniques and their applications in wastewater treatment and water management. The book also considers the benefits, challenges, and opportunities for future research. Covering key topics such as water wastage, irrigation, and energy consumption, this premier reference source is ideal for computer scientists, industry professionals, researchers, academicians, scholars, practitioners, instructors, and students.

Advanced Hydroinformatics

Author : Gerald A. Corzo Perez,Dimitri P. Solomatine
Publisher : John Wiley & Sons
Page : 483 pages
File Size : 47,6 Mb
Release : 2023-12-19
Category : Science
ISBN : 9781119639312

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Advanced Hydroinformatics by Gerald A. Corzo Perez,Dimitri P. Solomatine Pdf

Advanced Hydroinformatics Advanced Hydroinformatics Machine Learning and Optimization for Water Resources The rapid development of machine learning brings new possibilities for hydroinformatics research and practice with its ability to handle big data sets, identify patterns and anomalies in data, and provide more accurate forecasts. Advanced Hydroinformatics: Machine Learning and Optimization for Water Resources presents both original research and practical examples that demonstrate how machine learning can advance data analytics, accuracy of modeling and forecasting, and knowledge discovery for better water management. Volume Highlights Include: Overview of the application of artificial intelligence and machine learning techniques in hydroinformatics Advances in modeling hydrological systems Different data analysis methods and models for forecasting water resources New areas of knowledge discovery and optimization based on using machine learning techniques Case studies from North America, South America, the Caribbean, Europe, and Asia The American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals.

Water Engineering Modeling and Mathematic Tools

Author : Pijush Samui,Hossein Bonakdari,Ravinesh Deo
Publisher : Elsevier
Page : 592 pages
File Size : 43,6 Mb
Release : 2021-02-05
Category : Technology & Engineering
ISBN : 9780128208779

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Water Engineering Modeling and Mathematic Tools by Pijush Samui,Hossein Bonakdari,Ravinesh Deo Pdf

Water Engineering Modeling and Mathematic Tools provides an informative resource for practitioners who want to learn more about different techniques and models in water engineering and their practical applications and case studies. The book provides modelling theories in an easy-to-read format verified with on-site models for specific regions and scenarios. Users will find this to be a significant contribution to the development of mathematical tools, experimental techniques, and data-driven models that support modern-day water engineering applications. Civil engineers, industrialists, and water management experts should be familiar with advanced techniques that can be used to improve existing systems in water engineering. This book provides key ideas on recently developed machine learning methods and AI modelling. It will serve as a common platform for practitioners who need to become familiar with the latest developments of computational techniques in water engineering. Includes firsthand experience about artificial intelligence models, utilizing case studies Describes biological, physical and chemical techniques for the treatment of surface water, groundwater, sea water and rain/snow Presents the application of new instruments in water engineering

Intelligent Engineering Applications and Applied Sciences for Sustainability

Author : Mishra, Brojo Kishore
Publisher : IGI Global
Page : 568 pages
File Size : 50,9 Mb
Release : 2023-08-25
Category : Business & Economics
ISBN : 9798369300459

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Intelligent Engineering Applications and Applied Sciences for Sustainability by Mishra, Brojo Kishore Pdf

Engineering plays a major role in solving real-world problems, from small inconveniences to societal or global concerns around food scarcity, water shortages, environmental damage, problems in housing or infrastructure and more. In today's rapidly evolving world, the development of the latest generation of engineering and technology is crucial for maintaining productivity, innovation, and improving our overall quality of life. Intelligent Engineering Applications and Applied Sciences for Sustainability is an essential research book that serves as a compilation of cutting-edge research and advancements in engineering, science, and technology, and more importantly, how the application of these advancements will guide the path to a more sustainable future. This book focuses on intelligent engineering applications, which encompass the design and implementation of embedded technologies in various domains. It covers a wide range of fields and their influence on the Sustainable Development Goals (SDGs), fostering interdisciplinary approaches and innovative solutions, including additive manufacturing technologies, aerospace science and engineering, agricultural advancements, computer science for sustainable development, applied biosciences, applied mathematics, industrial engineering, robotics and automation, transportation, future mobility, and much more. As an academic, rigorous exploration of various disciplines, this book serves as an invaluable resource for researchers, scholars, and professionals seeking to advance the frontiers of intelligent engineering applications and applied sciences for a sustainable future.

Handbook of Drought and Water Scarcity

Author : Saeid Eslamian,Faezeh A. Eslamian
Publisher : CRC Press
Page : 674 pages
File Size : 45,5 Mb
Release : 2017-08-02
Category : Science
ISBN : 9781315404226

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Handbook of Drought and Water Scarcity by Saeid Eslamian,Faezeh A. Eslamian Pdf

This volume include over 30 chapters, written by experts from around the world. It examines drought and all of the fundamental principles relating to drought and water scarcity. It includes coverage of the causes of drought, occurences, preparations, drought vulnerability assessments, societal implications, and more.

Data-Driven Modeling for Sustainable Engineering

Author : Kondo H. Adjallah,Babiga Birregah,Henry Fonbeyin Abanda
Publisher : Springer
Page : 425 pages
File Size : 43,9 Mb
Release : 2019-06-21
Category : Technology & Engineering
ISBN : 9783030136970

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Data-Driven Modeling for Sustainable Engineering by Kondo H. Adjallah,Babiga Birregah,Henry Fonbeyin Abanda Pdf

This book gathers the proceedings of the 1st International Conference on Engineering, Applied Sciences and System Modeling (ICEASSM), a four-day event (18th–21st April 2017) held in Accra, Ghana. It focuses on research work promoting a better understanding of engineering problems through applied sciences and modeling, and on solutions generated in an African setting but with relevance to the world as a whole. The book provides a holistic overview of challenges facing Africa, and addresses various areas from research and development perspectives. Presenting contributions by scientists, engineers and experts hailing from a host of international institutions, the book offers original approaches and technological solutions to help solve real-world problems through research and knowledge sharing. Further, it explores promising opportunities for collaborative research on issues of scientific, economic and social development, making it of interest to researchers, scientists and practitioners looking to conduct research in disciplines such as water supply, control, civil engineering, statistical modeling, renewable energy and sustainable urban development.