Using a Deep Learning Framework to Forecast Reservoir Water Availability in India-Reference-Cited by-同舟云学术

Using a Deep Learning Framework to Forecast Reservoir Water Availability in India

Published:2023-07 Issue: Volume: Page:
ISSN:
Container-title:World Resources Institute
language:
Short-container-title:WRIPUB

Author:

Kuzma Samantha,Kruitwagen Lucas,Arderne Christopher,Goswami Sahana,Goyal Anupriya,Lees Thomas,Thalheimer Lisa,Basak Samrat

Abstract

This paper introduces a machine learning-based model to forecast reservoir water volumes in India. In areas with high water stress, having access to timely information on forecasted water availability could help decision-makers avoid the risk of acute water-driven power outages and advocate for long-term, water-prudent policies and management. This forecast can flag when drought-like conditions threaten water supply, but should not be used to inform reservoir management operations.

Publisher

World Resources Institute

Subject

General Medicine,General Medicine,General Medicine,General Medicine,General Materials Science,General Medicine,General Medicine,General Medicine,General Medicine

Link

https://files.wri.org/d8/s3fs-public/2023-07/deep-learning-framework-reservoir-water-india.pdf?VersionId=PgxmAi.vy4LQpMA1arRzCXt3EFwxRP4J

Reference43 articles.

1. AP News. 2023. "UN Says India to Be World's Most Populous Nation by Mid-2023," April 19. Sec. Politics. https://apnews.com/ article/india-worlds-largest-population-china-un-47bcd360aba- 6b7e3ecc4020702fa685f.

2. Blundell, C., J. Cornebise, K. Kavukcuoglu, and D. Wierstra. 2015. "Weight Uncertainty in Neural Networks." In Proceedings of the 32nd International Conference on Machine Learning 37: 1613-22. ICML'15. Lille, France: JMLR.org.

3. CEA (Central Electricity Authority, Government of India). 2022. "All India Installed Capacity (in MW) of Power Stations (as of 30.09.2022)." In Installed Capacity, September. New Delhi: Govern- ment of India, Ministry of Power. https://cea.nic.in/installed-capac- ity-report/?lang=en.

4. CWC (Central Water Commission, Government of India). n.d. "Live Storage Capacities of Reservoirs as per Data of: Large Dams/ Reservoir Projects." New Delhi: Central Water Commission, Govern- ment of India. http://cwc.gov.in/sites/default/files/admin/updation- lsc.pdf. Accessed .January 2021.

5. Deltares, WRI, and WWF. 2022. "Global Water Watch: Democratiz- ing Earth's Data on Water Resources." Global Water Watch. https://www.globalwaterwatch.io/.