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Uncertainty analysis based on probability bounds (p-box) approach in probabilistic safety assessment
Durga Rao Karanki1, Hari Shankar Kushwaha, Ajit Kumar Verma
1Risk and Human Reliability Group, Paul Scherrer Institut, Villigen PSI, Switzerland. durga_k_rao@yahoo.com
This study introduces a probability bounds (PB) approach for uncertainty analysis in engineering safety assessments. This method effectively handles imprecise data, improving decision-making by providing more robust safety evaluations.
Area of Science:
- Engineering Safety Assessment
- Risk Analysis
- Uncertainty Quantification
Background:
- Safety assessments of engineering systems inevitably involve uncertainties.
- Existing methods like Monte Carlo simulation have limitations when precise probability distributions or parameter dependencies are unknown.
- Addressing these limitations is crucial for reliable decision-making in safety assessments.
Purpose of the Study:
- To present an uncertainty analysis method for level-1 probabilistic safety assessment (PSA) that overcomes limitations of traditional probabilistic approaches.
- To introduce and validate the probability bounds (PB) approach for propagating uncertainties in safety assessments.
- To compare the PB approach with existing methods like two-phase Monte Carlo simulation.
Main Methods:
- The study employs a probability bounds (PB) approach, integrating probability theory and interval arithmetic.
- This approach generates probability boxes (p-boxes) to represent and propagate uncertainties.
- A practical case study was conducted using developed code based on the PB approach.
Main Results:
- The PB approach provides a rigorous framework for comprehensive uncertainty propagation.
- Probability boxes (p-boxes) effectively capture and manage uncertainties when precise probabilistic information is unavailable.
- The developed PB approach demonstrated its utility in a practical safety assessment case study.
Conclusions:
- The probability bounds (PB) approach offers a valuable alternative for uncertainty analysis in safety assessments, particularly when dealing with imprecise or incomplete data.
- PB analysis enhances the reliability of safety assessments by providing a more comprehensive understanding of uncertainty impacts.
- This method supports improved decision-making in engineering safety by offering a robust way to handle complex uncertainties.
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