2019
Groth, Katrina M., Smith, Reuel, and Moradi, Ramin. A hybrid approach to HRA using simulator data, causal models, and cognitive science (Journal Article) Reliability Engineering and System Safety, 191(11), 2019. (Links | BibTeX | Tags: Bayesian Networks, Human Reliability Analysis, Bayesian updating)
2018
Groth, Katrina M. A framework for using SACADA to enhance the qualitative and quantitative basis of HRA (Inproceedings) Proceedings of the 14th Probabilistic Safety Assessment and Management Conference (PSAM 14), Los Angeles, CA, 2018 (Links | BibTeX | Tags: Bayesian Networks, Bayesian updating)
2017
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
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)
Zwirglmaier, K., Straub, D., Groth, K. M. Framework for a Bayesian Network Version of IDHEAS (Inproceedings) Proceedings of the European Society for Reliability Annual Meeting (ESREL 2015), Zurich, Switzerland, 2015. (BibTeX | Tags: Bayesian methods, Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power)
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)
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)
2013
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., Swiler, Laura P. Bridging the gap between HRA research and HRA practice: A Bayesian Network version of SPAR-H (Journal Article) Reliability Engineering and System Safety, 115 , pp. 33-42, 2013. (Links | BibTeX | Tags: Bayesian Networks, causal models, Human Reliability Analysis (HRA), nuclear power, uncertainty)
Groth, Katrina M., Swiler, Laura P. Use of Limited Data to Construct Bayesian Networks for Probabilistic Risk Assessment (Technical Report) Sandia National Laboratories Albuquerque, NM, (SAND2013-2019), 2013. (BibTeX | Tags: Bayesian methods, Bayesian Networks, Human Reliability Analysis (HRA), Probabilistic risk assessment (PRA), uncertainty)
2012
Groth, Katrina M., Mosleh, Ali Deriving causal Bayesian networks from human reliability analysis data: A methodology and example model (Journal Article) Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 226 , pp. 361-379, 2012. (Links | BibTeX | Tags: Bayesian Networks, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
Groth, Katrina M., Swiler, Laura P. Use of a SPAR-H Bayesian Network for predicting Human Error Probabilities with missing observations (Inproceedings) Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 11), Helsinki, Finland, 2012.(BibTeX | Tags: Bayesian Networks, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs), uncertainty)
Groth, Katrina M. Bayesian Networks: Decision support for complex systems (Booklet) SAND2012-10866P, 2012. (BibTeX | Tags: Bayesian Networks, Decision support systems)
2011
Groth, Katrina, Mosleh, Ali Development and Use of a Bayesian Network to Estimate Human Error Probability (Inproceedings) Proceedings of the ANS International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA 2011), American Nuclear Society Wilmington, NC, 2011. (BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
2010
Groth, Katrina, Mosleh, Ali A Performance Shaping Factors Causal Model for Nuclear Power Plant Human Reliability Analysis. (Inproceedings) Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 10), Seattle, WA, 2010. (BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
Groth, Katrina, Wang, Chengdong, Mosleh, Ali Hybrid causal methodology and software platform for probabilistic risk assessment and safety monitoring of socio-technical systems(Journal Article) Reliability Engineering & System Safety, 95 (12), pp. 1276-1285, 2010, ISSN: 0951-8320.(Links | BibTeX | Tags: Bayesian Networks, Decision support systems, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), software)
2009
Groth, Katrina, Mosleh, Ali Development of an interdependent causal model for estimating human error probability from performance shaping factors (Conference) Presentation at the Society for Risk Analysis Annual Meeting (SRA), Baltimore, MD, 2009. (BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
Groth, K. M., Mosleh, A. A Data-Informed Model of Performance Shaping Factors and Their Interdependencies for Use in Human Reliability Analysis (Inproceedings) Proceedings of the European Society for Reliability Annual Meeting (ESREL 2009), Prague, 2009. (BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
Groth, Katrina M. A Data-Informed Model of Performance Shaping Factors for Use in Human Reliability Analysis (PhD Thesis) University of Maryland, 2009. (Links | BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
2008
Groth, K. M., Wang, C., Zhu, D., Mosleh, A. Methodology and software platform for multi-layer causal modeling (Inproceedings) Proceedings of the European Society for Reliability Annual Meeting (ESREL 2008), Valencia, Spain, 2008. (BibTeX | Tags: Bayesian Networks, causal models, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), software)
Groth, Katrina, Mosleh, Ali Data-driven modeling of dependencies among influencing factors in human-machine interactions (Inproceedings) Proceedings of the ANS International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA 2008), American Nuclear Society Knoxville, Tennessee, 2008. (BibTeX | Tags: Bayesian Networks, causal models, human error, Human Reliability Analysis (HRA), nuclear power, Performance Shaping Factors (PSFs))
Roelen, Alfred, Wever, Rombout, Mosleh, Ali, Groth, Katrina Development and Validation of a Comprehensive Hybrid Causal Model for Safety Assessment and Management of Aviation Systems (Inproceedings) Zio, Enrico; Ho, Vincent; Kao, Tsu-Mu (Ed.): Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 9), Hong Kong, 2008.(BibTeX | Tags: aviation, Bayesian Networks, causal models, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), transportation safety)
Zhu, Dongfeng, Wang, Chengdong, Groth, Katrina, Mosleh, Ali A PRA Software Platform for Hybrid Causal Logic Risk Models (Inproceedings) Zio, Enrico; Ho, Vincent; Kao, Tsu-Mu (Ed.): Proceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 9), Hong Kong, 2008. (BibTeX | Tags: aviation, Bayesian Networks, causal models, IRIS, Probabilistic risk assessment (PRA), software, transportation safety)
Groth, Katrina, Zhu, Dongfeng, Mosleh, Ali Hybrid Methodology and Software Platform for Probabilistic Risk Assessment (Inproceedings) Proceedings of the Annual Reliability and Maintainability Symposium (RAMS 2008), Las Vegas, NV, 2008. (Links | BibTeX | Tags: Bayesian Networks, hazard identification, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), software)
2007
Groth, Katrina Integrated Risk Information System (IRIS) User Guide (Technical Report) University of Maryland Center for Risk and Reliability, (CRR-2007SR-014), 2007. (BibTeX | Tags: aviation, Bayesian Networks, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), software, transportation safety)
Mosleh, Ali, Groth, Katrina Integrated Risk Methodology: Applications (Technical Report) University of Maryland Center for Risk and Reliability, 2007, (Prepared for U.S. Federal Aviation Administration (FAA).(BibTeX | Tags: aviation, Bayesian Networks, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), software, transportation safety)
2005
Mosleh, A., Wang, C., Groth, K., Mohaghegh, Z. Integrated Methodology for Identification, Classification, and Assessment of Aviation System Risk (Technical Report) University of Maryland Center for Risk and Reliability, 2005, (Prepared for U.S. Federal Aviation Administration (FAA).). (BibTeX | Tags: aviation, Bayesian Networks, IRIS, Probabilistic risk assessment (PRA), Quantitative risk assessment (QRA), transportation safety)