OMB Individually Reported
Toward ice sheet surface data assimilation: Employing satellite observations and machine learning to improve model representation of ice sheet surface melt
Low riskExact public inventory row
Description
Identify sources of error in an Earth system model component.
Detailed example
The AI system outputs predictions of model error under a wide range of conditions.
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
a) Pre-deployment – The use case is in a development or acquisition status.
Expected benefit
Improve the representation of the Earth system in diagnostic model simulations, data assimilation, and predictions.
Controls / human review
ATO: Not reported; PIA: Not published