Speaker
Chenran Xu
(Argonne National Laboratory)
Description
Artificial intelligence and machine learning are becoming increasingly practical tools for accelerator operation and diagnostics. This talk will present an overview of ongoing AI/ML activities at the Advanced Photon Source. Topics include differentiable simulation methods for beam sigma matrix reconstruction, hysteresis-aware modeling and control, anomaly detection in power-supply and vibration systems, and retrieval-augmented tools for operational knowledge extraction. These activities demonstrate a broader direction toward integrating AI/ML with accelerator physics expertise to enable more robust diagnostics, improved operational awareness, and more automated workflows for accelerator operation.
Author
Chenran Xu
(Argonne National Laboratory)
