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20202025
most citedBeam-based RF Station Fault Identification at the SLAC Linac Coherent Light Source

16 citations · 19 across the 6 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

physics.acc-ph2023

Resilient VAE: Unsupervised Anomaly Detection at the SLAC Linac Coherent Light Source

Ryan Humble, William Colocho, Finn O'Shea +2

Significant advances in utilizing deep learning for anomaly detection have been made in recent years. However, these methods largely assume the existence of a normal training set (…

cs.LG2023★ 1 cited

Coincident Learning for Unsupervised Anomaly Detection

Ryan Humble, Zhe Zhang, Finn O'Shea +2

Anomaly detection is an important task for complex systems (e.g., industrial facilities, manufacturing, large-scale science experiments), where failures in a sub-system can lead to…