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Incorporating invalid test results in glass fracture strength determination
Mengying Peng1, Andrea Franchini1, Balša Jovanović1
1Ghent University, Gent, Belgium.
Summary
Discarding invalid glass fracture tests biases strength estimates. A Bayesian approach incorporates this data, improving efficiency and reliability predictions for glass structures.
Area of Science:
- Materials Science
- Structural Engineering
- Statistical Modeling
Background:
- Standardized tests for glass fracture strength often discard invalid results.
- Invalid tests, where fracture doesn't initiate in the inner ring, contain valuable data.
- Neglecting invalid test data can lead to biased estimations of glass strength.
Purpose of the Study:
- To propose a Bayesian inference approach for incorporating invalid test data.
- To assess the impact of invalid tests on glass strength characterization and structural reliability.
- To improve the efficiency and accuracy of glass strength predictions.
Main Methods:
- Application of Bayesian inference to existing glass fracture strength datasets.
- Analysis of data at ambient and elevated temperatures.
- Quantification of the influence of test number and invalid test inclusion on strength estimation and reliability.
Main Results:
- Discarding invalid tests results in biased glass strength estimates.
- Incorporating invalid tests improves prediction precision, potentially reducing the required number of tests.
- Ignoring invalid tests leads to an overestimation of the structural reliability index for glass slabs.
Conclusions:
- Invalid test data should be incorporated for more accurate glass strength characterization.
- The proposed Bayesian method enhances testing efficiency and refines strength predictions.
- Considering invalid tests is crucial for robust reliability evaluations of glass structures.
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