Praveen Kumar, Mike Folk, Momcilo Markus, Jay C Alameda

Hydroinformatics

Data Integrative Approaches in Computation, Analysis, and Modeling

• Gebundenes Buch

Produktbeschreibung

Taking an interdisciplinary approach, 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, the new hydrological data model. From 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 selection and spatial registration, and modern methods of soft computing such as neural networks and genetic algorithms.

Produktdetails

• Verlag: CRC Press
• Seitenzahl: 552
• Erscheinungstermin: 2. November 2005
• Englisch
• Abmessung: 263mm x 181mm x 35mm
• Gewicht: 1157g
• ISBN-13: 9780849328947
• ISBN-10: 0849328942
• Artikelnr.: 21311190

Autorenporträt

Kumar\, Praveen; Folk\, Mike; Markus\, Momcilo; Alameda\, Jay C.

Inhaltsangabe

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.