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Due to a lapse in appropriations, the NRC has ceased normal operations. However, excepted and exempted activities necessary to maintain critical health and safety functions—as well as essential progress on designated critical activities, including those specified in Executive Order 14300—will continue, consistent with the OMB-Approved NRC Lapse Plan.

Data Science and Artificial Intelligence Regulatory Applications Workshops

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Overview:

The U.S. Nuclear Regulatory Commission (NRC) is hosting a series of Data Science and Artificial Intelligence (AI) Regulatory Applications Public Workshops to provide a forum for the U.S. NRC, nuclear industry and stakeholders to discuss the state of knowledge and research activities related to data science and artificial intelligence and their application in the nuclear industry. The workshops seek to:

one large image combining 5 smaller images and statements in white font on a pale blue background, starting with: an image representation of a Database icon representing stacked computer servers, and the words 'Establish consistent AI terminology and understand the availability and development of both NRC and industry datasets'; an image of two hands embraced in a handshake, and the words 'Explore and leverage collaborative activities with other U.S. government agencies, national laboratories, and industry organizations'; a magnifying glass focused on chart data trendline, and the words 'Identify and develop future use cases and collaborations where early intervention can provide high-yield resource investment'; an image of two gears meshed together, and the words 'Engage with industry and public stakeholders on areas where NRC could enhance information sharing, data access, or AI development that could improve agency efficiency and effectiveness'; and an image of a bar graph displayed on a computer screen, and the words 'Share industry and NRC lessons learned from ongoing data science and AI-related projects'.

Workshop Topics and Registration

Participants are requested to register for the workshop at the link provided in the table below. Following registration, you will receive an email containing a calendar appointment reminder and a link to the Microsoft Teams Meeting.

Title

Time

Date

Location

Registration

Workshop #6 - AI on the Horizon: Aligning Progress with Purpose

9:00am – 5:00pm ET

Wednesday, September 24, 2024

NRC Headquarters (Auditorium) – Rockville, MD and Microsoft Teams Meeting

REGISTER NOW

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Upcoming Workshop

Workshop #6: AI on the Horizon – Aligning Progress with Purpose

Purpose:

The sixth workshop in the NRC Artificial Intelligence Workshop series will offer NRC staff and stakeholders a forum to explore advancements in AI technologies and their intersection with nuclear safety and regulation. This year’s workshop will feature updates on the NRC’s AI Strategic Plan, insights into the agency’s internal use of AI, and presentations from industry leaders and academic experts on the development and application of AI in nuclear contexts. Building on the foundation established in prior workshops, this meeting will continue the dialogue around regulatory and technical considerations for AI use in nuclear applications. The workshop aims to support shared understanding and solicit feedback to inform future regulatory approaches as AI continues to evolve within the nuclear landscape.

Agenda
Workshop #6: AI on the Horizon – Aligning Progress with Purpose
Register for the Workshop.
September 24, 2025
9:00 a.m. – 5:00 p.m. ET
Hybrid (NRC Headquarters, Rockville, MD and Microsoft Teams)

Time (Eastern)

Topic

Presenter

9:00 a.m. – 9:15 a.m.

Workshop Orientation and Opening Remarks

Andrey Korsak (NRC)
Russ Felts (NRC)

9:15 a.m. – 9:45 a.m.

Fireside Chat with NRC Chairman and NEI President/CEO

Vic Hall (Moderator, NRC)
Chairman David Wright (NRC)
Maria Korsnick (NEI)

9:45 a.m. – 10:00 a.m.

Use of Artificial Intelligence for Power Uprate Reviews

Tony Nakanishi (NRC)

10:00 a.m. – 10:15 a.m.

NEI Update on the State of Industry Use of AI

Kelli Voelsing, Jim Slider (NEI)

10:15 a.m. – 10:30 a.m.

International RegLab Project

Faiza Sefta (NEA), David Smeatham (Ennuvo)

10:30 a.m. – 10:45 a.m.

Break

10:45 a.m. – 11:00 a.m.

OECD/NEA Benchmark on Artificial Intelligence and Machine Learning for Critical Heat Flux Predictions – Summary of Phase 1 Results

Jean-Marie Le Corre (Westinghouse)

11:00 a.m. – 11:15 a.m.

Advancing NRC Event Analysis: Machine Learning Approaches for Classification of Human Performance-Related Events in Licensee Event Reports

Matt Homiack (NRC)

11:15 a.m. – 11:30 a.m.

AI Regulatory Gaps Working Group

Matt Dennis (NRC)

11:30 a.m. – 11:45 a.m.

AI Tabletop Research Project: Preliminary Safety Analysis and Evaluation of Machine Learning-Based Condition Monitoring

Rick Vilim (ANL), Art Munson (SNL), Matt Dennis (NRC)

11:45 a.m. – 1:00 p.m.

Lunch

1:00 p.m. – 1:15 p.m.

AI-Powered Permit Application Builder

Ann Miracle (PNNL)

1:15 p.m. – 1:30 p.m.

Accelerating Nuclear Licensing with AI: Insights from INL & Microsoft's collaboration

Nicolette Lacich (Microsoft), Peter Suyderhoud (INL)

1:30 p.m. – 1:45 p.m.

Dual-Role Agents for Improved Physical Security Design

Nathan Shoman (SNL)

1:45 p.m. – 2:00 p.m.

Autonomous Operation of Advanced Reactors

Vivek Agarwal (INL)

2:00 p.m. – 2:30 p.m.

Increasing NRC’s AI Maturity and Internal NRC AI Activities

Scott Flanders, Chief AI Officer (NRC), Basia Sall, Chief Data Officer (NRC)

4:00 p.m. – 5:00 p.m.

Break

2:45 p.m. – 3:00 p.m.

How AI is Transforming 50.59 Applicability, Licensing, and Engineering Documentation in Nuclear

Brad Fox (Nuclearn)

3:00 p.m. – 3:15 p.m.

Sustainable AI for Nuclear: Operationalizing AI Governance for Auditability and Regulatory Trust

Pravallika Devineni (Duke Energy)

3:15 p.m. – 3:30 p.m.

From Buzzword to Bottom Line: Bridging the AI Implementation Divide

Andrew Miller (Jensen Hughes)

AI Flash Talks
3:30 p.m. – 4:00 p.m.

AI, Talent Intelligence, and Strategic Foresight — The UAE’s Blueprint for the Next-Generation Nuclear Workforce Shaima Al Mansoori (FANR), Virtual

Shaima Al Mansoori (FANR), Virtual

Building an AI Platform for Nuclear Research and Education (AIxpertise)

Oliver Buss (OECD), Virtual

Artificial Intelligence Guardrails for Human Use: Important Implications for the High Safety Consequence Industries like the Nuclear Industry

Mica Endsley (S.A. Technologies), Virtual

Evaluation of Automated Data Analysis Systems for In-Service Inspections in Nuclear Power Plants

Muthu Elen (PNNL), Virtual

On-line monitoring coupled with AI for automated process control and real-time MC&A

Amanda Lines (PNNL), Virtual

4:00 p.m. – 5:00 p.m.

Open Discussion and Closing Remarks

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Past Workshops

Workshop #1: Introduction to AI

Purpose:
The first workshop in the Data Science and Artificial Intelligence Regulatory Applications Workshops series is intended to cover state-of-practice tools, methods and procedures in artificial intelligence (AI), machine learning (ML), and deep learning (DL) applicable to the reactor safety program and to orient workshop participants to current AI terminology, software tools, and best practices.

Agenda
Workshop #1: Introduction to AI
June 29, 2021
10:00am – 3:00pm ET
Virtual (Microsoft Teams)

Time

Topic

Presenter

10:00 - 10:10a.m.

Introduction and Regulatory Purpose

Teri Lalain (NRC)

10:10 - 10:30a.m.

AI Introduction and Terminology

Ron Boring (INL)

10:30 - 11:00a.m.

Machine Learning Theory

Mark Fuge (UMD)

11:00- 11:30a.m.

Deep Learning Theory

Mark Fuge (UMD)

11:30-12:00p.m.

Natural Language Processing Theory

Thurston Sexton (NIST)

12:00-1:00p.m.

Break

1:00-1:45p.m.

Grooper and Watson Content Analytics 

Mackenzie Stevens (NRC)

Grooper and Digitizing Success

Kenny Nguyen (NRC)

Enterprise Data Warehouse

Jun Lee (NRC)
Bruce Jones (NRC - Contractor)

1:45-2:30p.m.

Event Management Response Tool (EMRT) and Relief Request Index Project

Nick Mohr (EPRI)

Power Industry Dictionary for Text-Mining and Natural Language Processing Application

Karen Kim-Stevens (EPRI)

INPO and Data Science

Paul Steiner (INPO)

2:30-2:50p.m.

Panel Discussion

2:50-3:00p.m.

Summary and Path Forward

Workshop #2: Current Topics

Purpose:
The second workshop in the Data Science and Artificial Intelligence Regulatory Applications Workshops series is intended to provide an overview of current NRC and industry initiatives to expand and apply data science and AI, including early stage project development and research to solve ongoing issues. Topics in the second workshop will focus on enabling regulatory transformation to increase efficiency, leveraging publicly available data sources such as the agency’s document management system ADAMS, and highlighting current projects which may influence regulatory decisionmaking, provide alternative approaches to traditional analyses, or are seeking to optimize industry efficiency.

Agenda
Workshop #2: Current Topics
August 18, 2021
10:00 a.m. – 3:00 p.m. ET
Virtual (Microsoft Teams)

Time

Topic

Presenter

10:00 a.m. – 10:10 a.m.

Introduction and Regulatory Purpose

Jeremy Groom (NRC)

10:10 a.m. – 10:20 a.m.

Autonomous Control Algorithms to Simulate BWR Reactor Cycles

Nazila Tehrani (NRC)

10:20 a.m. – 10:40 a.m.

Machine Learning for Non-Destructive Examination

Carol Nove (NRC)
Pradeep Ramuhalli (ORNL)

10:40 a.m. – 11:00 a.m.

Operating Experience Event and Communications Classification

Jason Carneal, Chris Speer (NRC)

11:00 a.m. – 11:20 a.m.

Resource Prediction Using Natural Language Processing

Trey Hathaway (NRC)

11:20 a.m. – 11:40 a.m.

Cloud Infrastructure

Pushpa Jayapal (NRC)
Steve Schrader (NRC Contractor)

11:40 a.m. – 12:00 p.m.

NRC Artificial Intelligence and Machine Learning Industry Survey

John Lane (NRC)

12:00 p.m. – 12:15 p.m.

Open Discussion and Questions

12:15 p.m. – 1:00 p.m.

Break

1:00 p.m. – 1:20 p.m.

NRC-DOE Artificial Intelligence and Machine Learning MOU

Matthew Humberstone (NRC)
Felix Gonzalez (DOE)

1:20 p.m. – 1:40 p.m.

NNSA SAFER Project

James O'Brien (NNSA)

1:40 p.m. – 2:00 p.m.

DOE Office of Environment, Health, Safety & Security AI Projects

Felix Gonzalez (DOE)

2:00 p.m. – 2:20 p.m.

Exelon Corrective Action Program Automation and Informed Inspection

Gene Kelly (Exelon)

2:20 p.m. – 2:40 p.m.

Application of Data Analytics to Mine Nuclear Plant Maintenance Data

David Olack (EPRI)

2:40 p.m. – 3:00 p.m.

Panel Discussion and Conclusion

Workshop #3: Future Focused Initiatives

The third workshop in the Data Science and Artificial Intelligence Regulatory Applications Workshops series is intended to cover future focused AI-related research and development projects which may impact or address regulatory decisionmaking, explore ways to harness existing data sets relevant to NRC and industry, and discuss areas for potential collaboration.  The workshop will provide an opportunity for NRC staff, presenters, and attendees to discuss regulatory and technical issues and make comments about topics discussed during this or previous workshops.

Agenda
Workshop #3: Future Focused Initiatives
November 9, 2021
10:00 a.m. – 3:00 p.m. ET
Virtual (Microsoft Teams)

Time (Eastern)

Topic

Presenter

10:00 a.m. – 10:20 a.m.

Introduction and Regulatory Purpose

Theresa Lalain (NRC)

10:20 a.m. – 10:40 a.m.

NRC Future Focused Research Program

Robert Tregoning (NRC)

10:40 a.m. – 11:00 a.m.

INL AI R&D Activities

Chris Ritter (Idaho National Laboratory)

11:00 a.m. – 11:20 a.m.

SNL Trusted AI Strategic Initiative
SNL Information Sciences Initiative

John Feddema (Sandia National Laboratories)
Stephen Kleban (Sandia National Laboratories)

11:20 a.m. – 11:40 p.m.

ANL AI R&D Activities

Rick Vilim (Argonne National Laboratory)

11:40 a.m. – 12:00 p.m.

Machine Learning for Safeguarding Nuclear Materials

Nathan Shoman (Sandia National Laboratories)

12:00 p.m. – 1:00 p.m.

Break

1:00 p.m. – 1:20 p.m.

Nuclear Applications of Large Language Models

Jerrold Vincent, Bradley Fox (NuclearN)

1:20 p.m. – 1:40 p.m.

Hybrid Physics-Data Driven Model for Prescriptive Control and Design

Satyan Bhongale (X-Energy)

1:40 p.m. – 2:00 p.m.

CAP Automation and Informed Inspection Preparation Project - Update

Tim Alvey (Exelon Nuclear Innovation Group)
Drew Miller (Jensen Hughes)
Ahmad Al Rashdan (Idaho National Laboratory)

2:00 p.m. – 2:45 p.m.

Panel Session

Curtis Smith (INL)
Luis Betancourt (NRC)
Thiago Seuaciuc-Osorio (EPRI)
James Slider (Nuclear Energy Institute)

2:45 p.m. – 3:00 p.m.

Executive Summary and Path Forward

Workshop #4: AI Characteristics for Regulatory Consideration

Purpose:

The fourth workshop in the Data Science and Artificial Intelligence Regulatory Applications Workshops series is intended to provide an opportunity for NRC and interested stakeholders to (1) present AI use cases being developed for nuclear applications, and (2) provide feedback on regulatory and technical issues surrounding AI usage in nuclear applications. Insights from previous workshops informed the development of the NRC’s AI Strategic Plan (NUREG-2261). Table 1, “Notional AI and Autonomy Levels in Commercial Nuclear Activities,” of the AI Strategic Plan presents a notional framework to consider the levels of human-machine interaction with AI systems and serves as a starting point in this public meeting to further discuss the variety of AI characteristics which may affect regulatory considerations at each level. The workshop will provide an opportunity for NRC staff, presenters, and attendees to discuss regulatory and technical issues and provide feedback on topics discussed during this or previous workshops.

Agenda
Workshop #4: AI Characteristics for Regulatory Consideration
September 19, 2023
10:00 a.m. – 4:00 p.m. ET
Hybrid (NRC Headquarters – Commission Hearing Room, Rockville, MD and Microsoft Teams)

Time (Eastern)

Topic

Presenter

10:00 a.m. – 10:30 a.m.

Opening Remarks 

Chair Christopher T. Hanson (NRC)

10:30 a.m. – 11:00 a.m.

AI Characteristics for Regulatory Consideration

Matt Dennis (NRC)

11:00 a.m. – 12:15 p.m.

Panel Session: Regulatory Perspectives on AI
 

Session Chair – Paul Krohn (NRC)
Kevin Lee (CNSC)
Andrew White (UK ONR)
Ben-Mekki Ayadi, Eric Letang (IRSN)
Var Shankar (Responsible AI Institute)

12:15 p.m. – 1:00 p.m.

Break

1:00 p.m. – 2:15 p.m.

Panel Session: AI Safety, Security and Explainability 

Session Chair – Josh Kaizer (NRC)
Rick Kuhn (NIST)
Ali Raz (George Mason University)
Fan Zhang (Georgia Tech)
Xu Wu (North Carolina State University)

2:15 p.m. – 2:30 p.m.

Break

2:30 p.m. – 3:45 p.m.

Panel Session: AI Application Considerations 

 

Session Chair – Jesse Seymour (NRC)
Rick Szoch, Jonathan Hodges (Constellation Nuclear, Jensen Hughes)
Clint Carter (Utilities Service Alliance)
Scott Sidener (Westinghouse)
Ryan Miller (TerraPower)

3:45 p.m. – 4:00 p.m.

Open Discussion and Closing

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Workshop #5: AI Regulatory Framework Applicability Considerations

Purpose:

The fifth workshop in the Data Science and Artificial Intelligence Regulatory Applications Workshops series is intended to provide an opportunity for NRC and interested stakeholders to (1) discuss the outcomes from the regulatory framework applicability assessment of AI in nuclear applications, (2) present AI use cases being developed for nuclear applications, and (3) provide feedback on regulatory and technical issues surrounding AI usage in nuclear applications. The workshop will provide an opportunity for NRC staff, presenters, and attendees to discuss regulatory and technical issues and provide feedback on topics discussed during this or previous workshops. These workshops are part of the agency’s efforts to prepare for safety reviews of future AI applications and support the NRC's AI Project Plan, Revision 0 which describes how the agency will execute the five strategic goals from the AI Strategic Plan (NUREG-2261).

Agenda
Workshop #5: AI Regulatory Framework Applicability Considerations
September 17, 2024
9:00 a.m. – 5:00 p.m. ET
Hybrid (NRC Headquarters, Rockville, MD and Microsoft Teams)

Time (Eastern)

Topic

Presenter

9:00 a.m. – 9:10 a.m.

Opening Remarks

Scott Morris (NRC)

9:10 a.m. – 9:30 a.m.

Advancing the Use of AI at the NRC

Basia Sall (NRC)

9:30 a.m. – 10:30 a.m.

Fireside Chat with Other Federal Agencies on AI Activities

Session Chair – Vic Hall (NRC)
Scott Flanders (NRC)
Robert "Riddle" Houston (DOD CDAO)
Samantha Hubner (OMB)
James Wolff (NNSA)

10:30 a.m. – 10:45 a.m.

Break

10:45 a.m. – 11:30 a.m.

Panel Session: Agency AI Research Activities

Session Chair – Luis Betancourt (NRC)
Doug Eskins (NRC)
Nazila Tehrani (NRC)
Katie McCurry (NRC)

11:30 a.m. – 12:00 p.m.

AI Regulatory Gap Analysis Update

Matt Dennis (NRC)
Osvaldo Pensado (SwRI)

12:00 p.m. – 1:00 p.m.

Lunch Break

1:00 p.m. – 2:00 p.m.

Panel Session: Nuclear Industry AI

Session Chair – Paul Krohn (NRC)
Jim Slider (NEI)
Jim Lynde (PWROG)
Michael Brasel (Blue Wave AI)
Ian Davis (X-energy)

2:00 p.m. – 3:00 p.m.

Panel Session: AI Innovations for Nuclear Materials, Radioactive Waste and Permitting

Session Chair – Cynthia Barr (NRC)
Leonel Lagos (FIU)
Nelli Babayan (Microsoft)
Dan Nally (PNNL)
Tyler Ellis (Commonwealth Fusion)

3:15 p.m. – 3:30 p.m.

Break

3:30 p.m. – 4:55 p.m.

Open Discussion and Panel Q&A

NRC Facilitators

4:55 p.m. – 5:00 p.m.

Closing

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NRC AI Symposium 2025: Maintaining Momentum in 2025 - NRC Artificial Intelligence Activities and Stakeholder Progress

Purpose:

Scheduled to coincide with the NRC's 37th annual Regulatory Information Conference (RIC 2025, March 11-13, 2025), the NRC AI Symposium 2025 provided an opportunity for NRC and interested stakeholders to offer brief updates on AI progress since the 5th NRC AI Workshop and participate in an open discussion on regulatory and technical issues surrounding AI usage in nuclear.

NRC AI Symposium 2025 Agenda
Maintaining Momentum in 2025: NRC Artificial Intelligence Activities and Stakeholder Progress
Thursday, March 13, 2025
1:00 p.m. to 5:00 p.m. ET
Hybrid (NRC Headquarters, Auditorium - Rockville, MD and Microsoft Teams)

Time (Eastern)

Topic

Presenter

1:00 p.m. – 1:10 p.m.

Opening and Logistics

Taylor Lamb, NRC

1:10 p.m. – 1:25 p.m.

AI for a Smarter Tomorrow: NRC’s Strategic Approach

Basia Sall, Katie McCurry, NRC

1:25 p.m. – 1:40 p.m.

AI Strategic Plan Project Plan Updates

Vic Hall, NRC

1:40 p.m. – 1:50 p.m.

Q&A on NRC presentations

1:50 p.m. – 2:05 p.m.

ACE - A Machine Learning based Core Loading Pattern Optimization Tool + Westinghouse AI Application for Visual Inspections

Johan Hammarström, Björn Andersson, Westinghouse

2:05 p.m. – 2:20 p.m.

Enhancing Document Retrieval in the Nuclear Industry: The TerraPower AI Searchbot Experience

Michael Castillo, TerraPower

2:20 p.m. – 2:35 p.m.

Nuclear Industry Objectives and Experience in Leveraging AI

Kelli Voelsing, NEI

2:35 p.m. – 3:05 p.m.

Break

3:05 p.m. – 3:20 p.m.

An AI-Driven Cyber-Physical Testbed for Small-Scale Advanced Reactors

Yang Liu, TAMU

3:20 p.m. – 3:35 p.m.

Centralized Nuclear Industry Artificial Intelligence Model

Kenny Comeaux, INPO

3:35 p.m. – 3:50 p.m.

Aligning Innovation with Safety: Adapting AI to an Ever-Changing Nuclear Landscape; AI-Supported Engineering Workflows: Optimizing the Nuclear Site License Renewal Process

Pravallika Devineni, Duke Energy

3:50 p.m. – 4:05 p.m.

Strategic Implementation of Artificial Intelligence for Performance Improvement and Efficiency

Jesse Thomas, Southern

4:05 p.m. – 4:20 p.m.

Creating a Business Focused Independent Working Group on AI in the Nuclear Power Industry

Phil Zeringue, Nuclearn

4:20 p.m. – 5:00 p.m.

Moderated Open Discussion

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Contact Information

If you have questions or need further information regarding the workshop(s), please contact the following:

NRC Contacts:

Matt Dennis
Email: Matthew.Dennis@nrc.gov
Phone: (301) 415-3702

Taylor Lamb
Email: Taylor.Lamb@nrc.gov
Phone: (301) 415-7128

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Page Last Reviewed/Updated Tuesday, September 23, 2025

Page Last Reviewed/Updated Tuesday, September 23, 2025