
Hydroinformatics
Data Integrative Approaches in Computation, Analysis, and Modeling
CRC Press
1st Edition
Published on 7. January 2019
Book
Paperback/Softback
552 pages
978-0-367-45397-8 (ISBN)
Description
Modern hydrology is more interdisciplinary than ever. Staggering amounts and varieties of information pour in from GIS and remote sensing systems every day, and this information must be collected, interpreted, and shared efficiently. Hydroinformatics: Data Integrative Approaches in Computation, Analysis, and Modeling introduces the tools, approaches, and system considerations necessary to take full advantage of the abundant hydrological data available today.
Linking hydrological science with computer engineering, networking, and database science, this book lays a pedagogical foundation in the concepts underlying developments in hydroinformatics. It begins with an introduction to data representation through Unified Modeling Language (UML), followed by digital libraries, metadata, the basics of data models, and Modelshed, a new hydrological data model. Building on this platform, the book discusses integrating and managing diverse data in large datasets, data communication issues such as XML and Grid computing, the basic principles of data processing and analysis including feature extraction and spatial registration, and modern methods of soft computing such as neural networks and genetic algorithms.
Today, hydrological data are increasingly rich, complex, and multidimensional. Providing a thorough compendium of techniques and methodologies, Hydroinformatics: Data Integrative Approaches in Computation, Analysis, and Modeling is the first reference to supply the tools necessary to confront these challenges successfully.
Linking hydrological science with computer engineering, networking, and database science, this book lays a pedagogical foundation in the concepts underlying developments in hydroinformatics. It begins with an introduction to data representation through Unified Modeling Language (UML), followed by digital libraries, metadata, the basics of data models, and Modelshed, a new hydrological data model. Building on this platform, the book discusses integrating and managing diverse data in large datasets, data communication issues such as XML and Grid computing, the basic principles of data processing and analysis including feature extraction and spatial registration, and modern methods of soft computing such as neural networks and genetic algorithms.
Today, hydrological data are increasingly rich, complex, and multidimensional. Providing a thorough compendium of techniques and methodologies, Hydroinformatics: Data Integrative Approaches in Computation, Analysis, and Modeling is the first reference to supply the tools necessary to confront these challenges successfully.
Reviews / Votes
"The book makes a real contribution in bridging different disciplines, and the authors are to be congratulated for preparing this book on hydroinformatics...well-written, is easy to follow, and comprehensive. It is extremely timely and sends a clear message that teaching hydrology must entail hydroinformatics if hydrology is to take full advantage of emerging technologies, which are heavily based on new information and computing tools...will serve as a good textbook for a course on hydroinformatics either at the senior undergraduate level or the beginning graduate level...a useful reference book on one's bookshelf."- Vijay P. Singh, Journal of Hydrologic Engineering, Vol. 11, No. 4
More details
Language
English
Place of publication
London
United Kingdom
Publishing group
Taylor & Francis Ltd
Target group
Professional and scholarly
Professional
Illustrations
258 s/w Abbildungen, 24 s/w Tabellen
24 Tables, black and white; 258 Illustrations, black and white
Dimensions
Height: 254 mm
Width: 178 mm
Thickness: 30 mm
Weight
1029 gr
ISBN-13
978-0-367-45397-8 (9780367453978)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions

Praveen Kumar | Mike Folk | Momcilo Markus
Hydroinformatics
Data Integrative Approaches in Computation, Analysis, and Modeling
Book
11/2005
1st Edition
CRC Press
€311.70
Shipment within 15-20 days

Praveen Kumar | Mike Folk | Momcilo Markus
Hydroinformatics
Data Integrative Approaches in Computation, Analysis, and Modeling
E-Book
11/2005
CRC Press
€101.99
Available for download

Praveen Kumar | Mike Folk | Momcilo Markus
Hydroinformatics
Data Integrative Approaches in Computation, Analysis, and Modeling
E-Book
11/2005
1st Edition
CRC Press
€101.99
Available for download
Persons
Kumar\, Praveen; Folk\, Mike; Markus\, Momcilo; Alameda\, Jay C.
Author
University of Illinois, Urbana, Illinois, USA
NCSA, Champaign, Illinois, USA
Illinois State Water Survey, Champaign, Illinois, USA
Champaign, Illinois, USA
Content
Data Integrative Studies in Hydroinformatics. DATA DRIVEN INVESTIGATION IN HYDROLOGY. Unified Modeling Language. Digital Library Technology. Hydrologic Metadata. Hydrologic Data Models. Modelshed Data Model. MANAGING AND ACCESSING LARGE DATASETS. Data Models for Storage and Retrieval. Data Formats. HDF5. DATA COMMUNICATION. Web Services. XML. Grid Computing. Integrated Data Management. DATA PROCESSING AND ANALYSIS. Introduction to Data Processing. Understanding Data Sources. Data Representation. Spatial Registration. Georeferencing. Data Integration. Feature Extraction. Feature Selection and Analysis. SOFT COMPUTING. Statistical Data Mining. Neural Networks. Genetic Algorithms. Fuzzy Logic. APPENDICES. INDEX.