causal models

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 methodsBayesian Networks, causal models, cognitive models, human error, Human Reliability Analysis (HRA), nuclear power)


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)


Boring, Ronald, Mandelli, Diego, Joe, Jeffery, Smith, Curtis, Groth, Katrina A Research Roadmap for Computation-Based Human Reliability Analysis (Technical ReportIdaho National Laboratory Idaho Falls, ID, (INL/EXT-15-36051), 2015(BibTeX | Tags: Bayesian Networkscausal modelsDynamic PRAHuman Reliability Analysis (HRA)nuclear powerProbabilistic risk assessment (PRA))


2013


Groth, Katrina M., Swiler, Laura P. Bridging the gap between HRA research and HRA practice: A Bayesian Network version of SPAR-H (Journal ArticleReliability Engineering and System Safety, 115 pp. 33-42, 2013. (Links | BibTeX | Tags: Bayesian Networkscausal modelsHuman Reliability Analysis (HRA)nuclear poweruncertainty)


2012


Groth, Katrina M., Mosleh, Ali A data-informed PIF hierarchy for model-based Human Reliability Analysis (Journal ArticleReliability Engineering and System Safety, 108 pp. 154-174, 2012. (Links | BibTeX | Tags: causal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


Groth, Katrina M., Shen, Song-Hua, Oxstrand, Johanna, Mosleh, Ali, Kelly, Dana A Model-Based Approach to HRA: Example Application and Quantitative Analysis (InproceedingsProceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 11), Helsinki, Finland, 2012(BibTeX | Tags: causal modelshuman errorHuman Reliability Analysis (HRA)nuclear power)


Mosleh, Ali, Shen, Song-Hua, Kelly, Dana L, Oxstrand, Johanna H, Groth, Katrina A Model-Based Human Reliability Analysis Methodology (InproceedingsProceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 11), Helsinki, Finland, 2012.(BibTeX | Tags: causal models, human errorHuman Reliability Analysis (HRA)nuclear power)


Oxstrand, Johanna, Kelly, Dana L., Shen, Song-Hua, Mosleh, Ali, Groth, Katrina MA Model-Based Approach to HRA: Qualitative Analysis Methodology (InproceedingsProceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 11), Helsinki, Finland, 2012.(BibTeX | Tags: causal modelscognitive modelsHuman Reliability Analysis (HRA)nuclear power)


2011


Groth, Katrina, Mosleh, Ali Development and Use of a Bayesian Network to Estimate Human Error Probability (InproceedingsProceedings of the ANS International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA 2011), American Nuclear Society Wilmington, NC, 2011(BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


2010


Groth, Katrina, Mosleh, Ali A Performance Shaping Factors Causal Model for Nuclear Power Plant Human Reliability Analysis. (InproceedingsProceedings of the International Conference on Probabilistic Safety Assessment and Management (PSAM 10), Seattle, WA, 2010(BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


2009


Groth, Katrina, Mosleh, Ali Development of an interdependent causal model for estimating human error probability from performance shaping factors (ConferencePresentation at the Society for Risk Analysis Annual Meeting (SRA), Baltimore, MD, 2009(BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance 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 (InproceedingsProceedings of the European Society for Reliability Annual Meeting (ESREL 2009), Prague, 2009(BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


Groth, Katrina M. A Data-Informed Model of Performance Shaping Factors for Use in Human Reliability Analysis (PhD ThesisUniversity of Maryland, 2009(Links | BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


2008


Mosleh, A., Groth, K., Kazemi, R., Mohaghegh, Z. Peer Review of Causal Model of Air Transport System (CATS) (Technical ReportUniversity of Maryland Center for Risk and Reliability, 2008, (Performed for The Aviation Safety and Security Program, The Netherland Directorate-General for Aviation and Maritime Affairs)(BibTeX | Tags: aviationcausal modelsProbabilistic risk assessment (PRA)transportation safety)


Groth, Katrina, Mosleh, Ali Data-driven modeling of dependencies among influencing factors in human-machine interactions (InproceedingsProceedings of the ANS International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA 2008), American Nuclear Society Knoxville, Tennessee, 2008(BibTeX | Tags: Bayesian Networkscausal modelshuman errorHuman Reliability Analysis (HRA)nuclear powerPerformance Shaping Factors (PSFs))


Groth, K. M., Wang, C., Zhu, D., Mosleh, A. Methodology and software platform for multi-layer causal modeling (InproceedingsProceedings of the European Society for Reliability Annual Meeting (ESREL 2008), Valencia, Spain, 2008(BibTeX | Tags: Bayesian Networkscausal modelsHybrid causal logicIRISProbabilistic risk assessment (PRA)Quantitative risk assessment (QRA)software)


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 (InproceedingsZio, 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: aviationBayesian Networkscausal modelsIRISProbabilistic 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 (InproceedingsZio, 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: aviationBayesian Networkscausal modelsHybrid causal logicIRISProbabilistic risk assessment (PRA)softwaretransportation safety)