Technical Operations Predictive Maintenance
Description
"Utilize equipment telemetry data, statistical modeling and Machine Learning to predict equipment failures before they occur. This will improve operational efficiency and safety by reducing unscheduled outages and/or shortening outage times as replacemen
Detailed example
Utilize equipment telemetry data, statistical modeling and Machine Learning to predict equipment failures before they occur. This will improve operational efficiency and safety by reducing unscheduled outages and/or shortening outage times as replacement
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.
Controls / human review
ATO: N/A; PIA: No
Data needed
Utilize equipment telemetry data, statistical modeling and Machine Learning to predict equipment failures before they occur. This will improve operational efficiency and safety by reducing unscheduled outages and/or shortening outage times as replacement