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Water Science and Technology Library

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

Autoren: Araghinejad, Shahab

Vorschau
  • Designed as a textbook
  • Over fourty source codes applied to be developed with MATLAB are provided
  • Additional illustrative examples treating common problems in water resources and environmental engineering are presented
  • Seven “real world case study examples” are included
Weitere Vorteile

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eBook 53,49 €
Preis für Deutschland (Brutto)
  • ISBN 978-94-007-7506-0
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: EPUB, PDF
  • eBooks sind auf allen Endgeräten nutzbar
  • Sofortiger eBook Download nach Kauf
Hardcover 80,24 €
Preis für Deutschland (Brutto)
Softcover 69,54 €
Preis für Deutschland (Brutto)
Über dieses Lehrbuch

“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.

Über die Autor*innen

Dr. Shahab Araghinejad is Assistant Professor in the Department of Irrigation and Reclamation Engineering, at the College of Agriculture & Natural Resources of the University of Tehran, Iran.

Inhaltsverzeichnis (8 Kapitel)

Inhaltsverzeichnis (8 Kapitel)

Dieses Buch kaufen

eBook 53,49 €
Preis für Deutschland (Brutto)
  • ISBN 978-94-007-7506-0
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: EPUB, PDF
  • eBooks sind auf allen Endgeräten nutzbar
  • Sofortiger eBook Download nach Kauf
Hardcover 80,24 €
Preis für Deutschland (Brutto)
Softcover 69,54 €
Preis für Deutschland (Brutto)
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Bibliografische Information

Bibliographic Information
Buchtitel
Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering
Autoren
Titel der Buchreihe
Water Science and Technology Library
Buchreihen Band
67
Copyright
2014
Verlag
Springer Netherlands
Copyright Inhaber
Springer Science+Business Media Dordrecht
Vertriebsrechte
Distribution rights for India: Researchco Book Centre, New Delhi, India
eBook ISBN
978-94-007-7506-0
DOI
10.1007/978-94-007-7506-0
Hardcover ISBN
978-94-007-7505-3
Softcover ISBN
978-94-024-0589-7
Buchreihen ISSN
0921-092X
Auflage
1
Seitenzahl
XIII, 292
Anzahl der Bilder
63 schwarz-weiß Abbildungen, 79 Abbildungen in Farbe
Themen