Big Data for Nuclear Power Plants Workshop 2019
Hilton Hotel Columbus Downtown, 410 North High Street, Columbus, OH 43215
Room: Elijah Pierce A/B
December 10 and 11, 2019
Day 1 (December 10)
| 8:00 am – 8:30 am | Check-in and Continental Breakfast | |
| 8:30 am – 8:45 am | Welcome and Introduction, Remarks by Carol Smidts (OSU) | |
| 8:45 am – 9:10 am | DOE-NE Advanced Sensors & Instrumentation Program Overview, Craig Primer (DOE NEET National Technical Director) | |
| 9:10 am – 10:40 am | Panel 1 – Industry Needs and Challenges
Moderator: Ahmad Al Rashdan (INL) Room: Elijah Pierce A |
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| Advanced Remote Monitoring | Clinton Carter (Utilities Service Alliance) | |
| Data Science in the Nuclear Industry | John Lindberg (Electric Power Research Institute) | |
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Risk Informed, Condition Based Maintenance Capability & Automated Platform |
Mathew Mackay (Rolls-Royce) | |
| Installed Base Diagnostics: a Balanced Approach | Eric Helm (Framatome) | |
| 10:40 am – 10:50 am | Coffee Break | |
| 10:50 am – 12:00 pm | Panel 2 — Big Data for Advanced Manufacturing & Nuclear Materials
Moderator: Pradeep Ramuhalli (ORNL) Room: Elijah Pierce A |
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| Transformational Challenge Reactor – Digital Platform | Sherri Buchanan (Oak Ridge National Laboratory) | |
| Qualification of Advanced Manufactured Components | Edward Herderick (The Ohio State University) | |
| Nuclear Materials Design and Qualification Initiative | Allen Roach (Idaho National Laboratory) | |
| 12:00 pm – 1:30 pm | Lunch on your own | |
| 1:30 pm – 3:10 pm | Track 1 – Diagnostics & Prognostics I
Chair: John Lindberg (EPRI) Room: Elijah Pierce A |
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| 1:30 pm – 1:55 pm | Equipment Anomaly Detection Using a Recurrent Auto-Encoder Neural Network | James Gracely (Curtiss Wright Nuclear Group) |
| 1:55 pm – 2:20 pm | Combining Data-Driven Modeling and State Estimation to Detect Loss-of-Coolant Accidents | Daniel G. Cole (University of Pittsburgh) |
| 2:20 pm – 2:45 pm | A Bayesian Analysis Framework for Multi-state Component Degradation Model Parameter Inference with Multi-source Uncertain Evidence | Yunfei Zhao (The Ohio State University) |
| 2:45 pm – 3:10 pm | On the Formalization of Development and Assessment Process for the Data-Driven-based Digital Twins | Linyu Lin (North Carolina State University) |
| 1:30 pm – 3:10 pm | Track 2 – Cyber & Physical Security
Chair: Carol Smidts (OSU) Room: Elijah Pierce B |
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| 1:30 pm – 1:55 pm | A Cybersecurity Solution Platform for Instrumentation and Control Systems | Fan Zhang (University of Tennessee) |
| 1:55 pm – 2:20 pm | Towards Building Signatures for Malicious Data Injection | Yeni Li (Purdue University) |
| 2:20 pm – 2:45 pm | Assessing the Efficacy of Active Defense Measures in Operational Technology Processes using Data Analytics | Arvind Sundaram (Purdue University) |
| 2:45 pm – 3:10 pm | Experimental Results for Dynamic Bayesian Networks based Abnormal Event Classifier for Nuclear Power Plants in case of Cyber Security Threats | Pavan Kumar Vaddi (The Ohio State University) |
| 3:10 pm – 3:25 pm | Break | |
| 3:25 pm – 5:05 pm | Track 1 – Diagnostics & Prognostics II
Chair: Sacit Cetiner (ORNL) Room: Elijah Pierce A |
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| 3:25 pm – 3:50 pm | Data Lake Technology to Secure and Analyse Data at the Halden Reactor Project | Emil Wingstedt (Halden Reactor Project) |
| 3:50 pm – 4:15 pm | Monitoring for Equipment Performance Degradation in LWR Balance of Plant | Richard Vilim (Argonne National Laboratory) |
| 4:15 pm – 4:40 pm | Subtle Process-Anomalies Detection Using Machine Learning Methods | Michael Griffel (Idaho National Laboratory) |
| 4:40 pm – 5:05 pm | The Application of Physics-Informed Machine Learning to Predict Drywell Cooling Fan Failure | Donna Post Guillen (Idaho National Laboratory) |
| 3:25 pm – 5:05 pm | Track 2 – Information Science
Chair: Richard Vilim (ANL) Room: Elijah Pierce B |
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| 3:25 pm – 3:50 pm | Data Integration Aggregated Model and Ontology for Nuclear Deployment | Jeren Browning (Idaho National Laboratory) |
| 3:50 pm – 4:15 pm | Synthetic Time Series Generation in Energy Portfolio Optimization | Jia Zhou (Purdue University) |
| 4:15 pm – 4:40 pm | Manufacturing Process Quality Control via Machine Learning in Lieu of Destructive Testing | Gregory Banyay (Westinghouse Electric Company) |
| 4:40 pm – 5:05 pm | Component Detection in Piping and Instrumentation Diagrams of Nuclear Power Plants Based on Neural Networks | Wei Gao (The Ohio State University) |
| 6:00pm | Dinner: (No host)
Place: Gordon Biersch Brewery Restaurant, 401 N. Front St. #120, Columbus, OH 43215, (614) 246-2900 |
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Day 2 (December 11)
| 8:00am – 8:30 am | Continental Breakfast and Introduction to Day 2 | |
| 8:30 am – 10:00 am | Break Out 1 – Advanced Manufacturing & Nuclear Materials
Moderator: Marat Khafizov (OSU) Room: Elijah Pierce A |
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| 8:30 am – 10:00 am | Break Out 2 – Nuclear Operation & Maintenance
Moderator: John Lindberg (EPRI) Room: Elijah Pierce B |
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| 10:00 am – 10:15 am | Coffee Break | |
| 10:15 am – 11:30 am | Track 1 – Integration with Physics-based Modeling
Chair: Hany Abdel-Khalik (Purdue) Room: Elijah Pierce A |
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| 10:15 am – 10:40 am | Development of Physics-guided Coverage Mapping Methodology for Criticality Safety Model Validation | Dongli Huang (Purdue University) |
| 10:40 am – 11:05 am | Machine-Learning-Enabled Design for Molten Salt Reactors | Mehmet Turkmen (University of Illinois at Urbana-Champaign) |
| 11:05 am – 11:30 am | Bridging the Gap between Models and Data – Addressing the ANS Nuclear Grand Challenge on “Simulation and Experimentation” | Xu Wu (North Carolina State University) |
| 10:15 am – 11:30 am | Track 2 – Sensors
Chair: Jason Hou (NCSU) Room: Elijah Pierce B |
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| 10:15 am – 10:40 am | Methodology for Inferring Reactor Core Power Distribution from an Optical Fiber Based Gamma Thermometer Array | Anthony Birri (The Ohio State University) |
| 10:40 am – 11:05 am | Sensor Drift Detection and Estimation using Emerging Data Analytics Techniques | Sacit M. Cetiner (Oak Ridge National Laboratory) |
| 11:05 am – 11:30 am | A Visualization Approach to Collecting and Analyzing Operator Error, Decisions, and Actions in the Rancor Microworld | Thomas A. Ulrich (Idaho National Laboratory) |
| 11:30 pm – 1:00 pm | Lunch on your own | |
| 1:00 pm – 2:00 pm | Report outs | |
| 2:00 pm | Close out | |
| 6:00 pm | Dinner: (No host)
Place: Marcella’s, 615 North High Street, (614) 223-2100 |
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