Probability of detection of minute defects by ultrasonic automated testing equipment in view of Bayesian inference
Abstract
The method of Bayesian analysis of confidence in the testing evidence collected during ultrasonic automated testing of high quality aluminum ingots for minute defects of sub-millimeter size is discussed. These test results are assessed in the view of true or false evidence. The analysis demonstrates the significant influence of false evidence on the confidence in the test outcome where the evidence is skewed in the direction of false positive. At the same time the influence of the false negative evidence is shown to be more muted. To minimize the risk of false rejection of ingots with “ghost” indications not representing the physical defects, the off-line ingot retesting by an A-scan with defect waveform verification is implemented. Retesting of fabricated blanks made of the ingots previously passed the ingot testing is used to minimize the risk of passing products with defects earlier undetected.
Kurzfassung
Die Bayessche Analyse der Prüfzuverlässigkeit der automatischen Ultraschallprüfung von qualitativ hochwertigen Aluminiumbarren auf Fehler mit einer Größe kleiner als 1 mm wird hier diskutiert. Die Testergebnisse werden bezüglich Richtig- und Falschaussagen bewertet. Die vorgestellte Analyse zeigt einen signifikanten Einfluss von Falschaussagen auf die Prüfzuverlässigkeit, die in Richtung Falsch-Positiv-Aussagen verschoben wird. Gleichzeitig wird der Einfluss von Falsch-Negativ-Aussagen gedämpft. Zur Verringerung der Anzahl fälschlich ausgesonderter Barren aufgrund von Scheinanzeigen, wird eine Wiederholungsprüfung mit Ultraschall eingeführt. So soll das Risiko minimiert werden, dass Produkte mit vorher unentdeckten Fehlern ausgeliefert werden.
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© 2016, Carl Hanser Verlag, München
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Articles in the same Issue
- Inhalt/Contents
- Contents
- Fachbeiträge/Technical Contributions
- Quantification of vanadium precipitates in HSLA steel by synchrotron X-ray absorption spectroscopy (XAS)
- Optimization of the wear behavior of uncoated, TiN and AlTiN coated cold work tool steel 1.2379 using response surface methodology
- Sensitivity analysis of the residual stress state in friction stir welding of high strength aluminum alloy
- Probability of detection of minute defects by ultrasonic automated testing equipment in view of Bayesian inference
- Parameters in lock-in thermography of CFRP laminates
- Effect of tool material on microstructure and mechanical properties in friction stir welding
- Microstructures of an AZ61 wrought magnesium alloy fabricated by a novel SPD process using thermomechanical simulation
- Corrosion resistance and microstructure of alloy 625 weld overlay on ASTM A516 grade 70
- Effects of post-curing on the thermo-mechanical behavior and the chemical structure of highly filled phenolic molding compounds
- Effect of pressing temperature on the wear resistance of a Co-based Cr-Mo powder alloy produced by hot pressing
- Deep micro-hole drilling of Hardox 500 by electro-discharge machining
- Optimization of thin-wall structures using hybrid gravitational search and Nelder-Mead algorithm
- Structural design of vehicle components using gravitational search and charged system search algorithms
- Electrical resistivity and strength properties of sodium hydroxide contaminated soil solidified with cement