Advanced Hydroinformatics: Machine Learning and Optimization for Water Resources (Special Publications) - Hardcover

Hardcover

ISBN 10: 111963931X ISBN 13: 9781119639312

Verlag: American Geophysical Union, 2024

Inhaltsangabe

Applying machine learning and optimization technologies to water management problems
 
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.

Über diesen Titel

Über die Autorin bzw. den Autor

Gerald A. Corzo Perez, IHE Delft Institute for Water Education, The Netherlands
 
Dimitri P. Solomatine, IHE Delft Institute for Water Education, and Delft University of Technology, The Netherlands, and Water Problems Institute of the Russian Academy of Sciences, Moscow, Russia

Von der hinteren Coverseite

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.

Aus dem Klappentext

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.

Details zur Ausgabe

• Verlag: American Geophysical Union
• Erscheinungsdatum: 2024
• Sprache: Englisch
• ISBN 10: 111963931X
• ISBN 13: 9781119639312
• Einband: Gebundene Ausgabe
• Auflage: 1
• Anzahl der Seiten: 480
• Herausgeber: Corzo Perez Gerald A., Solomatine Dimitri P.
• Kontakt zum Hersteller: Wiley-VCH GmbH; product_safety@wiley.com; ; Boschstrasse 12; Weinheim; 69469; Deutschland