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May 8 – 12, 2023
Norfolk Waterside Marriott
US/Eastern timezone

Artificial Intelligence for improved facilities operation

May 11, 2023, 2:45 PM
15m
Marriott Ballroom IV (Norfolk Waterside Marriott)

Marriott Ballroom IV

Norfolk Waterside Marriott

235 East Main Street Norfolk, VA 23510
Oral Track 7 - Facilities and Virtualization Track 7 - Facilities and Virtualization

Speaker

Jain, Milan (PNNL)

Description

The LCAPE project develops artificial intelligence to improve operations in the FNAL control room by reducing the time to identify the cause of an outage, improving the reproducibility of labeling it, predicting their duration and forecasting their occurrence.
We present our solution for incorporating information from ~2.5k monitored devices to distinguish between dozens of different causes of down time.
We discuss the performance of different techniques for modeling the state of health of the facility and of different unsupervised clustering techniques to distinguish between different causes of down time.

Consider for long presentation No

Primary authors

Presentation materials