Chapter
Oct 26, 2017
Chapter 6
Machine Learning Algorithms and Their Application in Water Resources Management
Publication: Sustainable Water Resources Management
Abstract
Data-driven machine algorithms may be used in hydrology and water resources management. These methods, which originated from artificial intelligence, have been successfully used in water resources planning, management, and control. Researchers and practitioners in hydroclimatology sciences may also be interested in applying these new methods to their work. The chapter first illustrates the machine-learning algorithms as a downscaling approach by describing principles and brief details. Then, it describes an example of the authors’ work on projecting precipitation using decision tree algorithms. The chapter also covers another application that includes use of artificial neural network (ANN) in rainfall-runoff modeling. Finally, the chapter draws relevant conclusions on the applicability of the mentioned methods and the future role of computational intelligence in modeling and planning of water resources.
Get full access to this article
View all available purchase options and get full access to this chapter.
Information & Authors
Information
Published In
Copyright
© 2017 American Society of Civil Engineers.
History
Published online: Oct 26, 2017
Permissions
Request permissions for this article.
ASCE Technical Topics:
Authors
Affiliations
Manish Kumar Goyal
Chandra S. P. Ojha
Donald H. Burn
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
Cited by
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.