Multiple engineering problems have been solved using AI/ML in Argonne’s NSE Division in collaboration with diverse industry partners (in particular electric utilities and advanced reactor designers).

The table below showcases a few of the application projects that have been developed at Argonne. Summary descriptions of these representative projects can be reached through the associated hyperlinks. These examples convey the real possibilities for addressing issues of maintenance, operation, and design for both existing commercial reactors and advanced reactors in ways not possible with traditional methods.

Domain	Subdomain	Application
Maintenance	Component-Level Health Monitoring	Single-Phase Heat Exchanger
		Feedwater Pump-Motor Set
	System-Wide Health Monitoring	High Pressure Feedwater System
Operation	Performance Prediction	Power Conversion System
		Inherent Safety Response
		BWR Moisture Carryover
	Model-Based Control and Optimization	Advanced Reactor
		Integrated Energy System
	Upset Recovery	Diagnosis of Fast-Acting Faults
		Large Load Rejection Event
Design	Performance Prediction	Surrogate Models
	Sensor Set	Sensor Assignment