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 M. Godbole (Idaho National Laboratory), Vaibhav Yadav (Idaho National Laboratory), Vivek Agarwal (Idaho National Laboratory)

Bridging the gap between prognostics and maintenance decision-making of critical assets in nuclear power plants

3:35–3:55PM EST

Zihan Li (University of Florida), Minhee Kim (University of Florida)

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

3:55–4:15PM EST

Maria Pantopoulou (Purdue University), Derek W. Kultgen (Argonne National Laboratory), Konstantinos Prantikos (Purdue University), Lefteri H. Tsoukalas (Purdue University), Alexander Heifetz (Argonne National Laboratory)

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

4:15–4:35PM EST

David J. Anderson (University of Tennessee Knoxville), Avery C. Bateman (University of Tennessee-Knoxville), Xingang Zhao (Oak Ridge National Laboratory)

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

4:35–4:55PM EST

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

AI Powered Nuclear Reactor Core Instrumentation Diagnostics

4:55–5:15PM EST

Antti Kankkunen (Blue Wave AI Labs), Maria Berardi (Blue Wave AI Labs), Gihan Mendis (Blue Wave AI Labs), Michael J. Mueterthies (Blue Wave AI Labs), Anirudh Tunga (Blue Wave AI Labs), Jordan Heim (Blue Wave AI Labs), Jonathan M. Nistor (Blue Wave AI Labs), John T. Gruenwald (Blue Wave AI Labs)