2018
Groth, Katrina, M., Denman, Matthew R., Jones, Thomas B., Darling, Michael, C., Luger, George, F. Building and using dynamic risk-informed diagnosis procedures for complex system accidents (Journal Article) Proceedings of the Institution of Mechanical Engineers, Part O: Journal for Risk and Reliability, 2018. (Links | BibTeX | Tags: accident management, Artificial intelligence, Decision support systems, dynamic Bayesian Networks, Dynamic PRA)
2016
Boring, Ronald, Mandelli, Diego, Rasmussen, Martin, Herberger, Sarah, Ulrich, Thomas, Groth, Katrina, Smith, Curtis Human Unimodel for Nuclear Technology to Enhance Reliability (HUNTER): A Framework for Computation-based Human Reliability Analysis (Inproceedings) Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 13), Seoul, Korea, 2016. (BibTeX | Tags: Bayesian methods, Bayesian Networks, Dynamic PRA, Human Reliability Analysis (HRA), nuclear power, Probabilistic risk assessment (PRA))
Boring, Ronald, Mandelli, Diego, Rasmussen, Martin, Herberger, Sarah, Ulrich, Thomas, Groth, Katrina, Smith, Curtis Integration of Human Reliability Analysis Models into the Simulation-Based Framework for the Risk-Informed Safety Margin Characterization Toolkit (Technical Report) Idaho National Laboratory Idaho Falls, ID, (INL/EXT-16-39015), 2016. (BibTeX | Tags: Bayesian methods, Bayesian Networks, Dynamic PRA, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs), Probabilistic risk assessment (PRA))
Jones, Thomas B., Darling, Michael C., Groth, Katrina M., Denman, Matthew R., Luger, George F. A Dynamic Bayesian Network for Diagnosing Nuclear Power Plant Accidents (Inproceedings) The 29th International Florida Artificial Intelligence Research Society (FLAIRS 29), Key Largo, FL, USA, 2016. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
2015
Denman, Matthew R., Darling, Michael C., Groth, Katrina M., Cardoni, Jeffrey N., Jankovsky, Zachary K. Formulation of Platform Enhancement Specifications and Demonstration Problem for Discrete Dynamic Event Tree Analysis (Technical Report) Sandia National Laboratories Albuquerque, NM, 2015 (Prepared for Office of Nuclear Regulatory Research, U.S. Nuclear Regulatory Commission) (BibTeX | Tags: Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA))
Darling, Michael C., Jones, Thomas B., Luger, George F., Groth, Katrina M. ALADDIN: The Automatic Loader of Accident Data for Dynamic Inferencing Networks (Technical Report) Sandia National Laboratories, Albuquerque, NM, (SAND2015-10401), 2015. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, software, uncertainty)
Jankovsky, Zachary K., Denman, Matthew R., Groth, Katrina M., Wheeler, Timothy A. Interim Status Report for Risk Management for SFRs (Technical Report) Sandia National Laboratories Albuquerque, NM, (SAND2015-8872), 2015. (BibTeX | Tags: Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
Groth, K. M., Denman, M. R., Jones, T., Darling, M., Luger, G. Proof-of-concept accident diagnostic support for sodium fast reactors (Inproceedings) Proceedings of the European Society for Reliability Annual Meeting (ESREL 2015), Zurich, Switzerland, 2015. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
Boring, Ronald, Mandelli, Diego, Joe, Jeffery, Smith, Curtis, Groth, Katrina A Research Roadmap for Computation-Based Human Reliability Analysis (Technical Report) Idaho National Laboratory Idaho Falls, ID, (INL/EXT-15-36051), 2015. (BibTeX | Tags: Bayesian Networks, causal models, Dynamic PRA, Human Reliability Analysis (HRA), nuclear power, Probabilistic risk assessment (PRA))
Denman, Matthew R., Groth, Katrina M., Cardoni, Jeff, Wheeler, Tim Advance Liquid Metal Reactor Discrete Dynamic Event Tree/Bayesian Network Analysis and Incident Management Guidelines (Risk Management for Sodium Fast Reactors) (Technical Report) Sandia National Laboratories Albuquerque, NM, (SAND2015-2484), 2015. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures, uncertainty)
Denman, Matthew R., Groth, Katrina M., Cardoni, Jeff, Wheeler, Tim Risk Management for Sodium Fast Reactors (Technical Report) Sandia National Laboratories Albuquerque, NM, (SAND2015-0542), 2015. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
2014
Groth, Katrina M., Denman, Matthew R., Cardoni, Jeffrey N., Wheeler, Timothy A.“Smart Procedures”: Using dynamic PRA to develop dynamic, context-specific severe accident management guidelines (SAMGs) (Inproceedings) Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 12), Honolulu, HI, 2014. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, risk-informed procedures, uncertainty)
Groth, Katrina M., Denman, Matthew R., Cardoni, Jeffrey N., Wheeler, Timothy A. “Smart SAMGs” Dynamic, robust severe accident management guidelines (Booklet) Poster SAND2014-1466P, Albuquerque, NM, 2014.(BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, Probabilistic risk assessment (PRA), risk-informed procedures)
2013
Denman, M. R., Groth, K. M., Wheeler, T. A. Proof of Principle Framework for risk informed Severe Accident Management Guidelines (Inproceedings) Proceedings of Risk Management for Complex Socio-Technical Systems (RM4CSS), American Nuclear Society Washington DC, 2013. (BibTeX | Tags: Artificial intelligence, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
Denman, Matthew R., Cardoni, Jeffrey, Liao, Huafei, Wheeler, Timothy, Groth, Katrina M. Discrete Dynamic Event Tree Analysis of Small Modular Reactor Severe Accident Management (Inproceedings) Proceedings of PSA 2013 – the ANS International Topical Meeting on Probabilistic Safety Assessment and Analysis, American Nuclear Society Columbia, SC, 2013. (BibTeX | Tags: Bayesian Networks, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures)
Groth, Katrina M., Denman, Matthew R., Cardoni, Jeffrey N., Wheeler, Timothy A. Proof of Principle Framework for Developing Dynamic Risk-Informed Severe Accident Management Guidelines (Technical Report) Sandia National Laboratories Albuquerque, NM, (SAND2013-8324), 2013. (BibTeX | Tags: Artificial intelligence, Bayesian Networks, Decision support systems, Dynamic PRA, nuclear power, Probabilistic risk assessment (PRA), risk-informed procedures, uncertainty)