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Conference Schedule — PSAM 18

This program is still preliminary and subject to many adjustments. We want to provide you the early version to assist you in planning your attendance.

Show:
Sun Jul 19
6:00 PM – 9:00 PM
Networking
2006
Welcoming Social
Chair: Ronald Boring
Mon Jul 20
8:30 AM – 9:30 AM
Plenary
1000
PLENARY | Philip Koopman (CMU Emeritus) - "Solving Edge Cases with Remote Assistants"
Chair: Ronald Boring
9:30 AM – 10:00 AM
Networking
3000
Coffee Break Monday AM
Chair: Ronald Boring
10:00 AM – 11:30 AM
Session
1-1
External Hazards Risk Assessment - I
10:00 AM – 11:30 AM
Session
1-2
Risk Assessment Methods & Tools - I
10:00 AM – 11:30 AM
Session
1-3
SMR and Advanced Reactor Risk Assessment and Licensing - I
10:00 AM – 11:30 AM
Session
1-4
Dose Assessment, Emergency Planning, and Level 3 PRA - I
10:00 AM – 11:30 AM
Session
1-5
Human Reliability Analysis - I
11:30 AM – 1:00 PM
Networking
2000
Lunch Break Day 1 (Not Provided)
Chair: Ronald Boring
1:00 PM – 2:30 PM
Session
1-6
External Hazards Risk Assessment - II
1:00 PM – 2:30 PM
Session
1-7
Dynamic PRA - I
1:00 PM – 2:30 PM
Session
1-8
SMR and Advanced Reactor Risk Assessment and Licensing - II
1:00 PM – 2:30 PM
Session
1-9
Human Reliability Analysis - II
1:00 PM – 2:30 PM
Session
1-10
Hydrogen Systems Risk and Reliability - I
2:30 PM – 3:00 PM
Networking
3001
Coffee Break Monday PM
Chair: Ronald Boring
3:00 PM – 4:30 PM
Special
0001
Canadian Risk Management Frameworks
3:00 PM – 4:30 PM
Workshop
0005
Bayesian Inference using Python
Chair: Curtis Smith
3:00 PM – 4:30 PM
Workshop
0007
EMRALD Dynamic PRA (Part 1)
Chair: Steven Prescott
3:00 PM – 4:30 PM
Workshop
0009
Guardrails for AI in Nuclear: Challenges and Solutions for LLM-Assisted Safety Analysis
Chair: Michael Hildebrandt
Tue Jul 21
8:30 AM – 9:30 AM
Plenary
1001
PLENARY | Dr. S. Camille Peres (U.S. NRC) - "Humans and Risk: Insights from Fossil Fuels, Nuclear, Medical, Aerospace, and AI"
Chair: Ronald Boring
9:30 AM – 10:00 AM
Networking
3002
Coffee Break Tuesday AM
Chair: Ronald Boring
10:00 AM – 11:30 AM
Session
2-1
External Hazards Risk Assessment - III
10:00 AM – 11:30 AM
Session
2-2
Risk Assessment Methods & Tools II
10:00 AM – 11:30 AM
Session
2-3
Nuclear Power Plant Safety and Risk Assessment - I
10:00 AM – 11:30 AM
Session
2-4
Hydrogen Systems Risk and Reliability - II
10:00 AM – 11:30 AM
Session
2-5
Dose Assessment, Emergency Planning, and Level 3 PRA - II
11:30 AM – 1:00 PM
Networking
2001
Award Luncheon
Chair: Ronald Boring
1:00 PM – 2:30 PM
Session
2-6
External Hazards Risk Assessment - IV
1:00 PM – 2:30 PM
Session
2-7
Human Reliability Analysis III
1:00 PM – 2:30 PM
Session
2-8
Risk Assessment Methods & Tools III
1:00 PM – 2:30 PM
Session
2-9
Hydrogen Systems Risk and Reliability - III
1:00 PM – 2:30 PM
Session
2-10
Dynamic PRA - II
2:30 PM – 3:00 PM
Networking
3003
Coffee Break Tuesday PM
Chair: Ronald Boring
3:00 PM – 4:30 PM
Special
0004
Changes in Nuclear Risk Regulation
Chair: Vicki Bier
3:00 PM – 4:30 PM
Workshop
0008
EMRALD Dynamic PRA (Part 2)
Chair: Steven Prescott
3:00 PM – 4:30 PM
Workshop
0010
Introduction to Cut Set Analysis
Chair: John Weglian
3:00 PM – 4:30 PM
Special
0012
Human Factors Needs for Advanced Reactors
Chair: Ronald Boring
Wed Jul 22
8:30 AM – 9:30 AM
Plenary
1002
PLENARY | Dr. Svetlana Lawrence (INL) - "Risk at the Center: How Probabilistic Risk Assessment Becomes the Cornerstone of Nuclear Reactor Regulation and Design Under Modernized Regulatory Frameworks"
Chair: Ronald Boring
9:30 AM – 10:00 AM
Networking
3004
Coffee Break Wednesday AM
Chair: Ronald Boring
10:00 AM – 11:30 AM
Session
3-1
SMR and Advanced Reactor Risk Assessment and Licensing - III
10:00 AM – 11:30 AM
Session
3-2
Machine Learning for Risk and Safety Applications - I
10:00 AM – 11:30 AM
Session
3-3
Nuclear Power Plant Safety and Risk Assessment - II
10:00 AM – 11:30 AM
Session
3-4
Risk-Informed Applications - I
10:00 AM – 10:30 AM
Session
3-5
Risk Governance and Societal Safety
11:30 AM – 1:00 PM
Networking
2002
Lunch Break Day 3 (Not Provided)
Chair: Ronald Boring
1:00 PM – 2:30 PM
Session
3-6
Human-AI Interaction and Teaming
1:00 PM – 2:30 PM
Session
3-7
Integrated Energy Systems Risk Assessment
1:00 PM – 2:30 PM
Session
3-8
Common Cause Failure Analysis
1:00 PM – 2:30 PM
Session
3-9
Reliability Analysis and Modeling
1:00 PM – 2:30 PM
Session
3-10
Wildfire Risk
2:30 PM – 3:00 PM
Networking
3005
Coffee Break Wednesday PM
Chair: Ronald Boring
3:00 PM – 4:30 PM
Session
3-11
Artificial Intelligence and Large Language Models - I
3:00 PM – 4:30 PM
Session
3-12
Digital I&C and Software Reliability
3:00 PM – 4:30 PM
Session
3-13
Risk-Informed Applications - II
3:00 PM – 4:30 PM
Session
3-14
Human Factors and Operator Performance
3:00 PM – 4:30 PM
Session
3-15
Level 2 PSA
6:30 PM – 8:30 AM
Networking
2005
Gala Dinner
Chair: Ronald Boring
Thu Jul 23
8:30 AM – 9:30 AM
Plenary
1003
PLENARY | Professor Pingbo Tang (CMU) - "Multi-Modal Data Analytics for Predictive Human-AI Collaboration in Civil Infrastructure Systems"
Chair: Ronald Boring
9:30 AM – 10:00 AM
Networking
3006
Coffee Break Thursday AM
Chair: Ronald Boring
10:00 AM – 11:30 AM
Session
4-1
Machine Learning for Risk and Safety Applications - II
10:00 AM – 11:30 AM
Session
4-2
Multi-Module and Multi-Unit Risk Analysis - I
10:00 AM – 11:30 AM
Session
4-3
Artificial Intelligence and Large Language Models - II
10:00 AM – 11:30 AM
Session
4-4
Nuclear Power Plant Safety and Risk Assessment - III
10:00 AM – 11:30 AM
Session
4-5
Risk Assessment for Other Industries and Applications
11:30 AM – 1:00 PM
Networking
2003
Lunch Break Day 4 (Not Provided)
Chair: Ronald Boring
1:00 PM – 2:30 PM
Session
4-6
Automation and Human Factors
1:00 PM – 2:30 PM
Session
4-7
Dose Assessment, Emergency Planning, and Level 3 PRA - III
1:00 PM – 2:30 PM
Session
4-8
Passive Safety System Reliability
1:00 PM – 2:30 PM
Session
4-9
Risk Assessment Methods & Tools - IV
1:00 PM – 2:30 PM
Session
4-10
Multi-Module and Multi-Unit Risk Analysis - II
2:30 PM – 3:00 PM
Networking
3007
Coffee Break Thursday PM
Chair: Ronald Boring
3:00 PM – 4:30 PM
Special
0006
What Every Human Factors Expert Needs to Know about Human Error and Reliability
Chair: Ronald Boring
3:00 PM – 4:30 PM
Workshop
0011
Configuration Risk Management Tutorial
Chair: John Weglian
3:00 PM – 4:30 PM
Session
4-11
Artificial Intelligence and Large Language Models - III
3:00 PM – 4:30 PM
Session
4-12
Risk Assessment for Space Applications
Fri Jul 24
9:00 AM – 10:30 AM
Session
5-1
Fire PRA
9:00 AM – 10:30 AM
Session
5-2
Non-Reactor and Fusion Facilities
9:00 AM – 10:30 AM
Session
5-3
Machine Learning for Risk and Safety Applications - III
10:30 AM – 11:00 AM
Networking
3008
Coffee Break Friday AM
Chair: Ronald Boring
11:00 AM – 12:00 PM
Special
0003
50th Anniversary of the ANS PSA Conference
Chair: Curtis Smith
12:00 PM – 1:00 PM
Networking
2004
Ice Cream Social
Chair: Ronald Boring

Sunday July 19

6:00 PM – 9:00 PM
Networking
2006
Welcoming Social
Chair: Ronald Boring
The opening social event.

Monday July 20

8:30 AM – 9:30 AM
Plenary
1000
PLENARY | Philip Koopman (CMU Emeritus) - "Solving Edge Cases with Remote Assistants"
Chair: Ronald Boring
Monday Plenary

Solving Edge Cases with Remote Assistants
Professor Emeritus Philip Koopman
Carnegie Mellon University

Dealing with edge cases is the ultimate limit to achieving safe operation of physical/embodied AI systems. Some edge cases are truly novel objects or events. However, many problematic edge cases involve special contexts changing the typical reaction to known objects and situations. For any AI system working in an open-world environment, there will always be another edge case that machine learning has not been trained on.

The good news is that remote assistants can provide a way to manage edge cases, if done thoughtfully. Remote assistants play a role in safety while fulfilling multiple different roles. AI-based systems need to ensure safety upon detection of an edge case while giving remote assistants the time and situational awareness required to help recover from an encounter with an edge case safely. The use of remote assistants to support robotaxi operations provides lessons that other application areas should learn when creating their remote assistance framework.

Prof. Philip Koopman is an internationally recognized expert on Autonomous Vehicle (AV) safety whose work in that area spans 30 years. He has also worked extensively in more general embedded system design, software quality, and safety across numerous transportation, industrial, and defense application domains including conventional automotive software and hardware systems. He originated the UL 4600 autonomous vehicle safety standard, and received the US DOT Safety Engineering Excellence award in 2026. He is faculty emeritus at Carnegie Mellon University. Before his university career he served as a US Navy submarine officer.
9:30 AM – 10:00 AM
Networking
3000
Coffee Break Monday AM
Chair: Ronald Boring
Coffee, sodas, and special treats!
10:00 AM – 11:30 AM
Session
1-1
External Hazards Risk Assessment - I
10:00 AM – 11:30 AM
Session
1-2
Risk Assessment Methods & Tools - I
10:00 AM – 11:30 AM
Session
1-3
SMR and Advanced Reactor Risk Assessment and Licensing - I
10:00 AM – 11:30 AM
Session
1-4
Dose Assessment, Emergency Planning, and Level 3 PRA - I
10:00 AM – 11:30 AM
Session
1-5
Human Reliability Analysis - I
11:30 AM – 1:00 PM
Networking
2000
Lunch Break Day 1 (Not Provided)
Chair: Ronald Boring
Lunch Break Day 1
1:00 PM – 2:30 PM
Session
1-6
External Hazards Risk Assessment - II
1:00 PM – 2:30 PM
Session
1-7
Dynamic PRA - I
1:00 PM – 2:30 PM
Session
1-8
SMR and Advanced Reactor Risk Assessment and Licensing - II
1:00 PM – 2:30 PM
Session
1-9
Human Reliability Analysis - II
1:00 PM – 2:30 PM
Session
1-10
Hydrogen Systems Risk and Reliability - I
2:30 PM – 3:00 PM
Networking
3001
Coffee Break Monday PM
Chair: Ronald Boring
Coffee, sodas, and special treats!
3:00 PM – 4:30 PM
Special
0001
Canadian Risk Management Frameworks
A session focused on the risk management frameworks developed by various organizations under the federal government of Canada, highlighting their approaches, challenges, and best practices.

Measurement Canada is a regulatory agency under Innovation, Science and Economic Development Canada, with nationwide authority over legal metrology in Canada. It oversees the enforcement of laws regarding trade measurement, ensuring accuracy in the purchase and sale of measured goods. Due to the potential risks of non-compliances, Measurement Canada has developed a risk management framework (RMF) that aligns well with the Marketplace Protection and Promotion (MPP) program, which regulates and provides oversight over several aspects of the Canadian marketplace, including trade measurement. The developed RMF is based on a deep-defense concept with four defense levels as well as compliance barriers. The first two levels (prevention and monitoring) are used to prevent non-compliances while the last two defense levels should permit control of non-compliances and limit their impact when they occur.

The Risk Management Framework is a key policy instrument that outlines a principles-based approach to risk management for all federal organizations.
3:00 PM – 4:30 PM
Workshop
0005
Bayesian Inference using Python
Chair: Curtis Smith
This workshop will use Python as an analysis tool to perform Bayesian inference for risk and reliability applications. Topics that will be covered include: probabilistic modeling with distributions, Bayes Theorem, parameter estimation, reliability data, and uncertain data.
3:00 PM – 4:30 PM
Workshop
0007
EMRALD Dynamic PRA (Part 1)
Chair: Steven Prescott
EMRALD is a user-friendly Dynamic PRA tool, used to evaluate problems for a wide range of areas from determining a failure probability from complex operator procedures to optimizing physical security and performing best-estimate dose analysis. EMRALD provides a simpler way to solve time dependent, looping, complex interconnected problems, that are typically difficult or impossible to do with classical PRA. EMRALD also provides a simple way to couple with physics simulation tools to include dynamic features and get probabilistic outcomes from deterministic tool results. Come and learn how to use Dynamic PRA with PRA to help complete your analyst toolset.\r\nThe two-part workshop will cover the following topics. \r\nDynamic PRA (When and Why) - What are the benefits and limitations of dynamic PRA and how to identify good use cases vs traditional PRA, along with how to use them together.  \r\nEMRALD UI Modeling - Basics for building an EMRALD model, the different modeling pieces and how you use them to build simple models. \r\nEMRALD Solving and Results - Running and EMRALD model to get useful results, debugging issues, results visualization. \r\nDynamic PRA Examples - Work through several well-defined example cases to understand how to apply Dynamic PRA concepts to real world problems.\r\nAdvanced Concepts - Cover areas such as coupling with other physics-based simulation tools, conditional failure rates, and \"close in time\" common cause.
3:00 PM – 4:30 PM
Workshop
0009
Guardrails for AI in Nuclear: Challenges and Solutions for LLM-Assisted Safety Analysis
Chair: Michael Hildebrandt
Despite expansive demonstrations for AI in nuclear applications, few studies evaluate how these advancements will impact safety outcomes or affect regulation. To address these gaps, we conducted a systematic literature review across various safety-critical industries. In this paper, we explore the key takeaways of that study for the nuclear field, including precise applications for explainability and validation. By comparing nuclear applications to other safety critical systems' sensitivities, decision-making frameworks, and risks, we can apply lessons-learned across industries to nuclear.

A major finding of the aforementioned review was that, contrary to popular broad calls for increasing model interpretability and explainability, these popular features are only useful when the AI-user has both the expertise and time to review a model output. In other scenarios, where time or expertise are limited, we must instead focus on validation. In this paper, we consider a variety of case studies in the nuclear context that fit these criteria, and specifically highlight the role of nuclear regulation. Counterintuitively, in expert-driven, time-allowing cases, we actually expect overregulation to be counterproductive. Overall, this paper bridges the gap among developers, users, and regulators regarding the implementation of AI applications in the nuclear industry and offers specific recommendations for policy and future work based on its findings.

Tuesday July 21

8:30 AM – 9:30 AM
Plenary
1001
PLENARY | Dr. S. Camille Peres (U.S. NRC) - "Humans and Risk: Insights from Fossil Fuels, Nuclear, Medical, Aerospace, and AI"
Chair: Ronald Boring
Tuesday Plenary

Humans and Risk: Insights from Fossil Fuels, Nuclear, Medical, Aerospace, and AI
Dr. S. Camille Peres
United States Nuclear Regulatory Commission

Dr. S. Camille Peres is a Certified Human Factors Professional, immediate Past-President of the Human Factors and Ergonomics Society, and a qualified Human Factors Engineering technical reviewer with the Nuclear Regulatory Commission. For over 20 years, she has investigated the integration of human factors in high-risk settings like oil & gas extraction, chemical processing, human robotic interaction in disaster environments, electrical grid management, and human factors engineering in the civilian use of nuclear energy and radioactive materials. Her research and the application of that research are grounded in the framework of the interactive behavior triad, which examines attributes of the task, user, and context of a working environment to predict interactive behavior and therefore identify effective tools/interventions. She regularly gives talks to industry groups regarding Human Factors and high-risk industries, has over 125 peer-reviewed publications, and has an extensive body of research investigating performance implications for procedure design and use. She received her PhD and MA in Psychology from Rice University in 2005 and prior to that received her BA and MA from the University of Houston-Clear Lake. Since then, she was tenured faculty at the University of Houston-Clear Lake and Texas A&M University. In 2024, she moved to applying her knowledge of HF/E to the regulatory domain and joined the Nuclear Regulatory Commission.
9:30 AM – 10:00 AM
Networking
3002
Coffee Break Tuesday AM
Chair: Ronald Boring
Coffee, sodas, and special treats!
10:00 AM – 11:30 AM
Session
2-1
External Hazards Risk Assessment - III
10:00 AM – 11:30 AM
Session
2-2
Risk Assessment Methods & Tools II
10:00 AM – 11:30 AM
Session
2-3
Nuclear Power Plant Safety and Risk Assessment - I
10:00 AM – 11:30 AM
Session
2-4
Hydrogen Systems Risk and Reliability - II
10:00 AM – 11:30 AM
Session
2-5
Dose Assessment, Emergency Planning, and Level 3 PRA - II
11:30 AM – 1:00 PM
Networking
2001
Award Luncheon
Chair: Ronald Boring
The award luncheon.
1:00 PM – 2:30 PM
Session
2-6
External Hazards Risk Assessment - IV
1:00 PM – 2:30 PM
Session
2-7
Human Reliability Analysis III
1:00 PM – 2:30 PM
Session
2-8
Risk Assessment Methods & Tools III
1:00 PM – 2:30 PM
Session
2-9
Hydrogen Systems Risk and Reliability - III
1:00 PM – 2:30 PM
Session
2-10
Dynamic PRA - II
2:30 PM – 3:00 PM
Networking
3003
Coffee Break Tuesday PM
Chair: Ronald Boring
Coffee, sodas, and special treats!
3:00 PM – 4:30 PM
Special
0004
Changes in Nuclear Risk Regulation
Chair: Vicki Bier
Recent statutory changes, executive directives, and judicial developments have placed U.S. nuclear risk regulation at an inflection point. While probabilistic risk assessment remains central to risk-informed, performance-based regulation, evolving policy signals—including calls to focus on “credible, realistic risk,” and to align agency missions with efficiency and societal benefit—raise fundamental questions about how risk will be defined, bounded, and used in regulatory decision-making.\r\n\r\nThis panel will examine recent developments and their implications. Panelists will explore advanced reactor licensing, the relationship between agency discretion and congressional direction, and how risk-informed approaches can remain decision-relevant in a rapidly evolving legal and institutional landscape. The goal is to explore how the risk community can prepare for a regulatory environment in which the architecture of risk management may be changing.\r\n\r\nQuestions to be addressed include: \r\n\r\n• What defines “safe enough”? NRC’s foundational policy statements (such as the safety-goal policy) were developed decades ago, and have not kept pace with statutory changes, reactor innovation, and recent changes in regulatory philosophy. \r\n\r\n• How best should the NRC address considerations of efficiency and societal benefit, which are now considered within its purview? Does this require restructuring of risk analyses and/or the regulatory decision process? \r\n\r\n• What does efficiency mean for the process of nuclear regulation? How can efficiency best be achieved without sacrificing safety?\r\n\r\n• There are emerging tensions between agency-defined safety policy on the one hand, and congressional/executive-branch direction on the other. This creates questions about agency discretion and independence, including the role of regulatory independence in ensuring nuclear safety.\r\n\r\n• The call to focus on “credible, realistic risk” in Executive Order 14300 raises both technical and institutional questions. Is this a useful focus, or can it excessively narrow the scope of risk analysis? \r\n\r\n• How can NRC best prepare for potential additional changes in future administrations, after several decades of regulatory stability? \r\n\r\n• Risk-informed, performance-based regulation is widely endorsed, and demonstrated to be effective—but unevenly implemented. How will risk-informed, performance-based regulation function in the new regulatory environment? Can these risk tools be applied in a way that enhances both efficiency and safety? \r\n\r\n• Are we seeing a move toward methodological pluralism? What kinds of methods are necessary and appropriate in advanced reactor regulation?\r\n\r\nPanelists will include Vicki Bier (University of Wisconsin-Madison), Jon Facemire (Nuclear Energy Institute), Zahra Mohaghegh (University of Illinois-Urbana Champaign), and Adam Stein (Breakthrough Institute).
3:00 PM – 4:30 PM
Workshop
0008
EMRALD Dynamic PRA (Part 2)
Chair: Steven Prescott
EMRALD is a user-friendly Dynamic PRA tool, used to evaluate problems for a wide range of areas from determining a failure probability from complex operator procedures to optimizing physical security and performing best-estimate dose analysis. EMRALD provides a simpler way to solve time dependent, looping, complex interconnected problems, that are typically difficult or impossible to do with classical PRA. EMRALD also provides a simple way to couple with physics simulation tools to include dynamic features and get probabilistic outcomes from deterministic tool results. Come and learn how to use Dynamic PRA with PRA to help complete your analyst toolset.\r\nThe two-part workshop will cover the following topics. \r\nDynamic PRA (When and Why) - What are the benefits and limitations of dynamic PRA and how to identify good use cases vs traditional PRA, along with how to use them together.  \r\nEMRALD UI Modeling - Basics for building an EMRALD model, the different modeling pieces and how you use them to build simple models. \r\nEMRALD Solving and Results - Running and EMRALD model to get useful results, debugging issues, results visualization. \r\nDynamic PRA Examples - Work through several well-defined example cases to understand how to apply Dynamic PRA concepts to real world problems.\r\nAdvanced Concepts - Cover areas such as coupling with other physics-based simulation tools, conditional failure rates, and \"close in time\" common cause.
3:00 PM – 4:30 PM
Workshop
0010
Introduction to Cut Set Analysis
Chair: John Weglian
This tutorial will explain what cut sets are, how they are generated, and how they can be used to get important risk insights into the underlying fault tree. The tutorial will discuss the use of cut sets to:
- Confirm that the underlying fault tree is built correctly
- Calculate importance measures for basic events in the fault tree
- Perform sensitivities on the fault tree
- Identify vulnerabilities in the underlying system and determine potential solutions to reduce those vulnerabilities
3:00 PM – 4:30 PM
Special
0012
Human Factors Needs for Advanced Reactors
Chair: Ronald Boring
This panel discussion brings together international researchers and practitioners to discuss the human factors needs for advanced reactors. Advanced reactors have the potential to fundamentally change the concept of operations for reactors, including remote and autonomous operations. The panelists will discuss what challenges there are in developing these systems and what research still needs to be undertaken to deploy these advanced reactors. The panelists include: Ron Boring (Idaho National Laboratory), Kelly Dickerson (Oklo), Andreas Bye (IFE/Halden Project), Camille Peres (U.S. Nuclear Regulatory Commission), and Charlie Turner (EDF Energy).

Wednesday July 22

8:30 AM – 9:30 AM
Plenary
1002
PLENARY | Dr. Svetlana Lawrence (INL) - "Risk at the Center: How Probabilistic Risk Assessment Becomes the Cornerstone of Nuclear Reactor Regulation and Design Under Modernized Regulatory Frameworks"
Chair: Ronald Boring
Wednesday Plenary

Risk at the Center: How Probabilistic Risk Assessment Becomes the Cornerstone of Nuclear Reactor Regulation and Design Under Modernized Regulatory Frameworks

Dr. Svetlana Lawrence
Idaho National Laboratory

Dr. Svetlana Lawrence is a leading expert in probabilistic risk analysis and systems engineering within the nuclear energy sector. She serves as the Systems Integration Research Portfolio Lead for the U.S. Department of Energy’s Light Water Reactor Sustainability (LWRS) Program, where she drives initiatives to enhance the safety, efficiency, and longevity of the nation’s commercial nuclear fleet. She also co-leads the Capacity Expansion Pathway, contributing to national efforts to expand nuclear energy capacity from approximately 100 GW to 400 GW by 2050.

With deep expertise in risk-informed decision-making, Dr. Lawrence has played a pivotal role in advancing research that supports power uprates, operational performance improvements, and lifetime extensions of existing reactors. As the Risk-Informed Systems Analysis (RISA) Pathway Lead, she successfully strengthened collaboration between national laboratories and industry, enabling the deployment of innovative tools and methodologies across the nuclear sector.

Earlier in her career, Dr. Lawrence worked in the nuclear industry as a Probabilistic Risk Assessment Engineer and Senior Civil Engineer, leading technical analyses for major licensing efforts such as Combined Operating License Applications and Early Site Permits.
Dr. Lawrence holds a Ph.D. in Systems Engineering, an M.S. in Reliability Engineering, and a B.S. in Civil Engineering. She is a licensed Professional Engineer and an INCOSE-certified Associate Systems Engineering Professional.
9:30 AM – 10:00 AM
Networking
3004
Coffee Break Wednesday AM
Chair: Ronald Boring
Coffee, sodas, and special treats!
10:00 AM – 11:30 AM
Session
3-1
SMR and Advanced Reactor Risk Assessment and Licensing - III
10:00 AM – 11:30 AM
Session
3-2
Machine Learning for Risk and Safety Applications - I
10:00 AM – 11:30 AM
Session
3-3
Nuclear Power Plant Safety and Risk Assessment - II
10:00 AM – 11:30 AM
Session
3-4
Risk-Informed Applications - I
10:00 AM – 10:30 AM
Session
3-5
Risk Governance and Societal Safety
11:30 AM – 1:00 PM
Networking
2002
Lunch Break Day 3 (Not Provided)
Chair: Ronald Boring
Lunch Break Day 3
1:00 PM – 2:30 PM
Session
3-6
Human-AI Interaction and Teaming
1:00 PM – 2:30 PM
Session
3-7
Integrated Energy Systems Risk Assessment
1:00 PM – 2:30 PM
Session
3-8
Common Cause Failure Analysis
1:00 PM – 2:30 PM
Session
3-9
Reliability Analysis and Modeling
1:00 PM – 2:30 PM
Session
3-10
Wildfire Risk
2:30 PM – 3:00 PM
Networking
3005
Coffee Break Wednesday PM
Chair: Ronald Boring
Coffee, sodas, and special treats!
3:00 PM – 4:30 PM
Session
3-11
Artificial Intelligence and Large Language Models - I
3:00 PM – 4:30 PM
Session
3-12
Digital I&C and Software Reliability
3:00 PM – 4:30 PM
Session
3-13
Risk-Informed Applications - II
3:00 PM – 4:30 PM
Session
3-14
Human Factors and Operator Performance
3:00 PM – 4:30 PM
Session
3-15
Level 2 PSA
6:30 PM – 8:30 AM
Networking
2005
Gala Dinner
Chair: Ronald Boring
The main gala dinner.

Thursday July 23

8:30 AM – 9:30 AM
Plenary
1003
PLENARY | Professor Pingbo Tang (CMU) - "Multi-Modal Data Analytics for Predictive Human-AI Collaboration in Civil Infrastructure Systems"
Chair: Ronald Boring
Thursday Plenary

Multi-Modal Data Analytics for Predictive Human-AI Collaboration in Civil Infrastructure Systems
Professor Pingbo Tang
Carnegie Mellon University

Pingbo Tang is an associate professor in the Department of Civil and Environmental Engineering at Carnegie Mellon University. He founded and is directing Spatiotemporal Workflows and Resilient Management Laboratory (SWARM Lab). He obtained his bachelor’s degree of civil engineering in 2002, and his master’s degree of bridge engineering in 2005, both from Tongji University, Shanghai, China. He obtained his Ph.D. from the group of Advanced Infrastructure Systems (AIS) at Carnegie Mellon University in 2009.

Tang’s research explores the remote sensing, human systems engineering, data analytics, and information modeling technology to support spatiotemporal analyses needed for predictive management of constructed facilities, workspaces and civil infrastructure systems. His on-going studies have been examining sensing and modeling methods for comprehending the Human-Cyber-Physical-Systems (H-CPS) in accelerated construction and infrastructure operations (e.g., airport operations, nuclear plant outage control). He has published more than 100 peer-reviewed articles in these areas. The National Science Foundation (NSF), Department of Energy (DOE), The National Aeronautics and Space Administration (NASA), Salt River Project (SRP), and Phoenix Government have funded his research efforts.
9:30 AM – 10:00 AM
Networking
3006
Coffee Break Thursday AM
Chair: Ronald Boring
Coffee, sodas, and special treats!
10:00 AM – 11:30 AM
Session
4-1
Machine Learning for Risk and Safety Applications - II
10:00 AM – 11:30 AM
Session
4-2
Multi-Module and Multi-Unit Risk Analysis - I
10:00 AM – 11:30 AM
Session
4-3
Artificial Intelligence and Large Language Models - II
10:00 AM – 11:30 AM
Session
4-4
Nuclear Power Plant Safety and Risk Assessment - III
10:00 AM – 11:30 AM
Session
4-5
Risk Assessment for Other Industries and Applications
11:30 AM – 1:00 PM
Networking
2003
Lunch Break Day 4 (Not Provided)
Chair: Ronald Boring
Lunch Break Day 4
1:00 PM – 2:30 PM
Session
4-6
Automation and Human Factors
1:00 PM – 2:30 PM
Session
4-7
Dose Assessment, Emergency Planning, and Level 3 PRA - III
1:00 PM – 2:30 PM
Session
4-8
Passive Safety System Reliability
1:00 PM – 2:30 PM
Session
4-9
Risk Assessment Methods & Tools - IV
1:00 PM – 2:30 PM
Session
4-10
Multi-Module and Multi-Unit Risk Analysis - II
2:30 PM – 3:00 PM
Networking
3007
Coffee Break Thursday PM
Chair: Ronald Boring
Coffee, sodas, and special treats!
3:00 PM – 4:30 PM
Special
0006
What Every Human Factors Expert Needs to Know about Human Error and Reliability
Chair: Ronald Boring
The recent deaths of James Reason (1938-2025) and Alan Swain (1923-2021), two of the principal figures respectively in human error and human reliability analysis (HRA), serve as reminders of the enduring importance of these areas for human factors and ergonomics (HFE). For example, human error is one of the standard metrics of human performance used across HFE. The study of the causes of human error has been one of the key areas behind accident investigations and safety engineering. The field of human variability seeks to understand the range of human performance, including individual differences behind errors. The prevention of human error has been the focus of disciplines like high reliability organizations, safety management, and human performance improvement; the capacity to recover from human error has been one focus of resilience engineering; and the quantification of human error has been the domain of probabilistic risk assessment (PRA) and HRA.
3:00 PM – 4:30 PM
Workshop
0011
Configuration Risk Management Tutorial
Chair: John Weglian
Configuration Risk Management (CRM) is the process of assessing risk for actual plant configurations as equipment goes out of service for preventative or corrective maintenance. The tutorial will look at:
- Why we do CRM
- How we assess CRM both quantitatively and qualitatively
- How we set risk thresholds
- How we respond to high-risk conditions
- Some U.S. regulatory applications that involve CRM
3:00 PM – 4:30 PM
Session
4-11
Artificial Intelligence and Large Language Models - III
3:00 PM – 4:30 PM
Session
4-12
Risk Assessment for Space Applications

Friday July 24

9:00 AM – 10:30 AM
Session
5-1
Fire PRA
9:00 AM – 10:30 AM
Session
5-2
Non-Reactor and Fusion Facilities
9:00 AM – 10:30 AM
Session
5-3
Machine Learning for Risk and Safety Applications - III
10:30 AM – 11:00 AM
Networking
3008
Coffee Break Friday AM
Chair: Ronald Boring
Coffee, sodas, and special treats!
11:00 AM – 12:00 PM
Special
0003
50th Anniversary of the ANS PSA Conference
Chair: Curtis Smith
A look ahead to the 50th anniversary of the ANS PSA conference that will be occurring in 2027 in California.
12:00 PM – 1:00 PM
Networking
2004
Ice Cream Social
Chair: Ronald Boring
The Ice Cream Social Event!
Sun Jul 19
Mon Jul 20
Tue Jul 21
Wed Jul 22
Thu Jul 23
Fri Jul 24
8:00 AM
8:30 AM
9:00 AM
9:30 AM
10:00 AM
10:30 AM
11:00 AM
11:30 AM
12:00 PM
12:30 PM
1:00 PM
1:30 PM
2:00 PM
2:30 PM
3:00 PM
3:30 PM
4:00 PM
4:30 PM
5:00 PM
5:30 PM
6:00 PM
6:30 PM
7:00 PM
7:30 PM
8:00 PM
8:30 PM
9:00 PM
2006
Welcoming Social
6:00 PM – 9:00 PM
1000
PLENARY | Philip Koopman (CMU Emeritus) - "Solving Edge Cases with Remote Assistants"
8:30 AM – 9:30 AM
3000
Coffee Break Monday AM
9:30 AM – 10:00 AM
1-1
External Hazards Risk Assessment - I
10:00 AM – 11:30 AM
1-2
Risk Assessment Methods & Tools - I
10:00 AM – 11:30 AM
1-3
SMR and Advanced Reactor Risk Assessment and Licensing - I
10:00 AM – 11:30 AM
1-4
Dose Assessment, Emergency Planning, and Level 3 PRA - I
10:00 AM – 11:30 AM
1-5
Human Reliability Analysis - I
10:00 AM – 11:30 AM
2000
Lunch Break Day 1 (Not Provided)
11:30 AM – 1:00 PM
1-6
External Hazards Risk Assessment - II
1:00 PM – 2:30 PM
1-7
Dynamic PRA - I
1:00 PM – 2:30 PM
1-8
SMR and Advanced Reactor Risk Assessment and Licensing - II
1:00 PM – 2:30 PM
1-9
Human Reliability Analysis - II
1:00 PM – 2:30 PM
1-10
Hydrogen Systems Risk and Reliability - I
1:00 PM – 2:30 PM
3001
Coffee Break Monday PM
2:30 PM – 3:00 PM
0001
Canadian Risk Management Frameworks
3:00 PM – 4:30 PM
0005
Bayesian Inference using Python
3:00 PM – 4:30 PM
0007
EMRALD Dynamic PRA (Part 1)
3:00 PM – 4:30 PM
0009
Guardrails for AI in Nuclear: Challenges and Solutions for LLM-Assisted Safety Analysis
3:00 PM – 4:30 PM
1001
PLENARY | Dr. S. Camille Peres (U.S. NRC) - "Humans and Risk: Insights from Fossil Fuels, Nuclear, Medical, Aerospace, and AI"
8:30 AM – 9:30 AM
3002
Coffee Break Tuesday AM
9:30 AM – 10:00 AM
2-1
External Hazards Risk Assessment - III
10:00 AM – 11:30 AM
2-2
Risk Assessment Methods & Tools II
10:00 AM – 11:30 AM
2-3
Nuclear Power Plant Safety and Risk Assessment - I
10:00 AM – 11:30 AM
2-4
Hydrogen Systems Risk and Reliability - II
10:00 AM – 11:30 AM
2-5
Dose Assessment, Emergency Planning, and Level 3 PRA - II
10:00 AM – 11:30 AM
2001
Award Luncheon
11:30 AM – 1:00 PM
2-6
External Hazards Risk Assessment - IV
1:00 PM – 2:30 PM
2-7
Human Reliability Analysis III
1:00 PM – 2:30 PM
2-8
Risk Assessment Methods & Tools III
1:00 PM – 2:30 PM
2-9
Hydrogen Systems Risk and Reliability - III
1:00 PM – 2:30 PM
2-10
Dynamic PRA - II
1:00 PM – 2:30 PM
3003
Coffee Break Tuesday PM
2:30 PM – 3:00 PM
0004
Changes in Nuclear Risk Regulation
3:00 PM – 4:30 PM
0008
EMRALD Dynamic PRA (Part 2)
3:00 PM – 4:30 PM
0010
Introduction to Cut Set Analysis
3:00 PM – 4:30 PM
0012
Human Factors Needs for Advanced Reactors
3:00 PM – 4:30 PM
1002
PLENARY | Dr. Svetlana Lawrence (INL) - "Risk at the Center: How Probabilistic Risk Assessment Becomes the Cornerstone of Nuclear Reactor Regulation and Design Under Modernized Regulatory Frameworks"
8:30 AM – 9:30 AM
3004
Coffee Break Wednesday AM
9:30 AM – 10:00 AM
3-1
SMR and Advanced Reactor Risk Assessment and Licensing - III
10:00 AM – 11:30 AM
3-2
Machine Learning for Risk and Safety Applications - I
10:00 AM – 11:30 AM
3-3
Nuclear Power Plant Safety and Risk Assessment - II
10:00 AM – 11:30 AM
3-4
Risk-Informed Applications - I
10:00 AM – 11:30 AM
3-5
Risk Governance and Societal Safety
10:00 AM – 10:30 AM
2002
Lunch Break Day 3 (Not Provided)
11:30 AM – 1:00 PM
3-6
Human-AI Interaction and Teaming
1:00 PM – 2:30 PM
3-7
Integrated Energy Systems Risk Assessment
1:00 PM – 2:30 PM
3-8
Common Cause Failure Analysis
1:00 PM – 2:30 PM
3-9
Reliability Analysis and Modeling
1:00 PM – 2:30 PM
3-10
Wildfire Risk
1:00 PM – 2:30 PM
3005
Coffee Break Wednesday PM
2:30 PM – 3:00 PM
3-11
Artificial Intelligence and Large Language Models - I
3:00 PM – 4:30 PM
3-12
Digital I&C and Software Reliability
3:00 PM – 4:30 PM
3-13
Risk-Informed Applications - II
3:00 PM – 4:30 PM
3-14
Human Factors and Operator Performance
3:00 PM – 4:30 PM
3-15
Level 2 PSA
3:00 PM – 4:30 PM
2005
Gala Dinner
6:30 PM – 8:30 AM
1003
PLENARY | Professor Pingbo Tang (CMU) - "Multi-Modal Data Analytics for Predictive Human-AI Collaboration in Civil Infrastructure Systems"
8:30 AM – 9:30 AM
3006
Coffee Break Thursday AM
9:30 AM – 10:00 AM
4-1
Machine Learning for Risk and Safety Applications - II
10:00 AM – 11:30 AM
4-2
Multi-Module and Multi-Unit Risk Analysis - I
10:00 AM – 11:30 AM
4-3
Artificial Intelligence and Large Language Models - II
10:00 AM – 11:30 AM
4-4
Nuclear Power Plant Safety and Risk Assessment - III
10:00 AM – 11:30 AM
4-5
Risk Assessment for Other Industries and Applications
10:00 AM – 11:30 AM
2003
Lunch Break Day 4 (Not Provided)
11:30 AM – 1:00 PM
4-6
Automation and Human Factors
1:00 PM – 2:30 PM
4-7
Dose Assessment, Emergency Planning, and Level 3 PRA - III
1:00 PM – 2:30 PM
4-8
Passive Safety System Reliability
1:00 PM – 2:30 PM
4-9
Risk Assessment Methods & Tools - IV
1:00 PM – 2:30 PM
4-10
Multi-Module and Multi-Unit Risk Analysis - II
1:00 PM – 2:30 PM
3007
Coffee Break Thursday PM
2:30 PM – 3:00 PM
0006
What Every Human Factors Expert Needs to Know about Human Error and Reliability
3:00 PM – 4:30 PM
0011
Configuration Risk Management Tutorial
3:00 PM – 4:30 PM
4-11
Artificial Intelligence and Large Language Models - III
3:00 PM – 4:30 PM
4-12
Risk Assessment for Space Applications
3:00 PM – 4:30 PM
5-1
Fire PRA
9:00 AM – 10:30 AM
5-2
Non-Reactor and Fusion Facilities
9:00 AM – 10:30 AM
5-3
Machine Learning for Risk and Safety Applications - III
9:00 AM – 10:30 AM
3008
Coffee Break Friday AM
10:30 AM – 11:00 AM
0003
50th Anniversary of the ANS PSA Conference
11:00 AM – 12:00 PM
2004
Ice Cream Social
12:00 PM – 1:00 PM
Legend: Plenary Networking Session Special Workshop Paper Presentation-only