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Dependence Assessment in Human Reliability Analysis Using Evidence Theory and AHP
Xiaoyan Su1, Sankaran Mahadevan2, Peida Xu3
1School of Automation Engineering, Shanghai University of Electric Power, Shanghai, 200090, China.
This study introduces a computational model using Dempster-Shafer evidence theory and analytic hierarchy process to assess human error dependence in Human Reliability Analysis (HRA). The model reduces subjectivity and improves consistency in evaluating human task dependencies.
Area of Science:
- Engineering
- Risk Analysis
- Cognitive Science
Background:
- Dependence assessment in Human Reliability Analysis (HRA) is crucial but often relies on subjective expert opinions, leading to inconsistencies.
- Existing methods for evaluating the dependence among human errors lack objectivity and can be difficult to standardize.
Purpose of the Study:
- To propose a novel computational model for assessing dependence among human errors in HRA.
- To enhance objectivity and consistency in human error dependence evaluation.
- To address ambiguity and confidence levels in expert judgments within HRA.
Main Methods:
- Integration of the Dempster-Shafer evidence theory (DSET) with the analytic hierarchy process (AHP) method.
- Identification of dependence influencing factors and expert-driven weighting using AHP.
- Representation of analyst judgments as basic belief assignments (BBAs) and fusion using DSET.
Main Results:
- The proposed model successfully integrates expert opinions and analyst judgments into a fused BBA.
- The model quantines the Common Human Error Probability (CHEP) based on the fused BBA.
- Demonstrated ability to handle ambiguity and varying degrees of confidence in judgments.
Conclusions:
- The DSET-AHP model offers a more objective and consistent approach to dependence assessment in HRA.
- This computational method mitigates subjectivity inherent in traditional expert-based evaluations.
- The model provides a framework for improved human reliability assessment in complex systems.
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