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Book Cover
E-book
Author Araghinejad, Shahab, author

Title Data-driven modeling : using MATLABĀ© in water resources and environmental engineering / Shahab Araghinejad
Published Dordrecht : Springer, 2014

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Description 1 online resource (xiii, 292 pages) : illustrations (some color)
Series Water Science and Technology Library, 0921-092X ; 67
Water science and technology library ; 67. 0921-092X
Contents Basic Statistics -- Regression Based Models -- Time Series Modeling -- Artificial Neural Networks -- Support Vector Machines -- Fuzzy Models -- Hybrid Models and Multi Model Data Fusion
Summary "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
Bibliography Includes bibliographical references and index
Notes English
Online resource; title from PDF title page (SpringerLink, viewed December 3, 2013)
SUBJECT MATLAB. http://id.loc.gov/authorities/names/n92036881
MATLAB fast
Subject Water-supply engineering -- Computer programs
Environmental engineering -- Computer programs.
Sciences de la terre.
Environnement.
Environmental engineering -- Computer programs
Water-supply engineering -- Computer programs
Form Electronic book
ISBN 9789400775060
9400775067
9400775059
9789400775053
9789400775077
9400775075
9789402405897
9402405895