Online Monitoring, Diagnostics, and Prognostics

A Machine Learning Methodology for Fault Detection for Online Monitoring of Reactor Coolant Pumps

3:15–3:35PM EST

Chaitee Milind Godbole (INL), Vaibhav Yadav (INL), Vivek Agarwal (INL)

Bridging the Gap Between Prognostics and Maintenance Decision-Making of Critical Assets in Nuclear Power Plants

3:35–3:55PM EST

Zihan Li (Univ. Florida), Minhee Kim (Univ. Florida)

Anomaly Detection in Temperature Measurements of Liquid Sodium Heater Zones Using an LSTM Autoencoder

3:55–4:15PM EST

Maria Pantopoulou (Purdue Univ.), Derek Kultgen (ANL), Konstantinos Prantikos (Purdue Univ.), Lefteri Tsoukalas (Purdue Univ.), Alexander Heifetz (ANL)

Design, Construction, and Plans for the FISHtank: A Physical Testbed for Health Monitoring and Controls Research

4:15–4:35PM EST

David Anderson (Univ. Tennessee, Knoxville), Avery Bateman (Univ. Tennessee, Knoxville), Xingang Zhao (Univ. Tennessee, Knoxville), Jamie Coble (Univ. Tennessee, Knoxville)

Residual Error Time-Series Forecasting for Anomaly Detection in Nuclear Reactor Data

4:35–4:55PM EST

Zachery Dahm (Purdue Univ.), William Richards (Purdue Univ.), Konstantinos Vasili (Purdue Univ.), Vasileos Theos (Purdue Univ.), Konstantinos Gkouliaras (Purdue Univ.), Stylianos Chatzidakis (Purdue Univ.)

AI Powered Nuclear Reactor Core Instrumentation Diagnostics

4:55–5:15PM EST

M. Berardi (Blue Wave AI Labs), G.J. Mendis (Blue Wave AI Labs), M.J. Mueterthies (Blue Wave AI Labs), A. Tunga (Blue Wave AI Labs), J. Heim (Blue Wave AI Labs), J.T. Gruenwald (Blue Wave AI Labs), J. Nistor (Blue Wave AI Labs), A. Kankkunen (Blue Wave AI Labs)