Bayesian methods

2017


Zwirglmaier, Kilian, Straub, Daniel, Groth, Katrina M. Capturing cognitive causal paths in human reliability analysis with Bayesian network models (Journal ArticleReliability Engineering & System Safety, 158 pp. 117-129, 2017. (Links | BibTeX | Tags: Bayesian methods, Bayesian Networks, causal models, cognitive models, human error, Human Reliability Analysis (HRA), nuclear power)


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 (InproceedingsProceedings 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 ReportIdaho 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))


2015


Zwirglmaier, K., Straub, D., Groth, K. M. Framework for a Bayesian Network Version of IDHEAS (InproceedingsProceedings of the European Society for Reliability Annual Meeting (ESREL 2015), Zurich, Switzerland, 2015(BibTeX | Tags: Bayesian methodsBayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear power)


2014


Groth, Katrina M., Smith, Curtis L., Swiler, Laura P. A Bayesian method for using simulator data to enhance human error probabilities assigned by existing HRA methods (Journal ArticleReliability Engineering & System Safety, 128 pp. 32-40, 2014(Links | BibTeX | Tags: Bayesian methodsBayesian Networkshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs)uncertainty)


2013


Groth, Katrina M., Swiler, Laura P. Use of Limited Data to Construct Bayesian Networks for Probabilistic Risk Assessment (Technical ReportSandia National Laboratories Albuquerque, NM, (SAND2013-2019), 2013(BibTeX | Tags: Bayesian methodsBayesian NetworksHuman Reliability Analysis (HRA)Probabilistic risk assessment (PRA)uncertainty)