OMB Individually Reported
Piloting Machine Learning Inflow Forecasts Across Reclamation [2024 INV#DOI-58]
Low riskExact public inventory row
Description
Reclamation utilizes streamflow forecasts to inform reservoir operations.
Detailed example
Reservoir operators have access to machine-learning based streamflow forecasts that were shown to be more skillful than other available models and forecast products.
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
b) Pilot – The use case has been deployed in a limited test or pilot capacity.
Expected benefit
More skillful forecasts enable improved reservoir operations, yielding benefits such as more hydropower generation, increased water deliveries, and more effective flood risk management.
Controls / human review
ATO: No; PIA: Not published
Data needed
Streamflow forecasts