Speaker
Corey Lehmann
(Diamond Light Source, John Adams Institute for Accelerator Science, University of Oxford)
Description
The slow losses measured by Beam Loss Monitors (BLMs) at synchrotron light source facilities offer useful but indirect insight into the state of the beam. Patterns arise across the set of BLMs depending on the movement of insertion devices, beam current, temperature, humidity, and other contributors. A variety of neural network models were designed and evaluated to model this behaviour under user beam operation to enable anomaly detection and aid fault investigations.
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Author
Corey Lehmann
(Diamond Light Source, John Adams Institute for Accelerator Science, University of Oxford)
Co-authors
Lorraine Bobb
(Diamond Light Source)
Philip Burrows
(John Adams Institute for Accelerator Science, University of Oxford)
