Related Experiment Video
Updated: Jul 10, 2026

Knowledge Based Cloud FE Simulation of Sheet Metal Forming Processes
Published on: December 13, 2016
Probability of Detection and Defect Distribution Modeling of Porous Hard-Alpha Inclusions in Titanium Aero-Engine
Hongzhuo Liu1, Puying Shi2, Zhengli Hua2
1School of Energy and Power Engineering, Beihang University, Beijing 100191, China.
Abstract:
A major quality challenge in the application of titanium alloys is the persistence of substances known as "hard-alpha inclusions". Although hard-alpha inclusions are extremely rare and typically small in size in high-quality titanium alloys for aero-engine disks, their hard and brittle nature poses a non-negligible threat to the structural integrity of the disks. Due to the extreme scarcity of natural hard-alpha inclusions, most previous studies have focused on "synthetic dense hard-alpha particles" rather than "real porous hard-alpha inclusions", inevitably over-looking the differences between them. In this work, a method of introducing titanium nitride sponge preforms into the electrode preparation step of the smelting process is proposed and implemented, successfully fabricating real porous hard-alpha inclusions in TC4 titanium alloy disks. On this basis, the detection characteristics of ultrasonic non-destructive testing for such porous hard-alpha inclusions are investigated, and a probability of detection (POD) model for these defects is established for the first time. A defect distribution model of porous hard-alpha inclusions for the probabilistic damage tolerance assessment of disks is also derived. This work reveals that, unlike the "linear" behavior of traditional models, the new defect distribution model adheres to a "cubic polynomial" relationship.
Related Concept Videos
Probability Distributions
A discrete probability distribution is a probability distribution of discrete random variables. It can be categorized into binomial probability distribution and Poisson probability...
Probability Histograms
Magnetic Damping
If, however, the bob is a slotted metal plate, the magnet produces a much smaller effect. When a slotted metal plate enters the field, an emf is induced by the change in flux; however, it is less effective because the slots limit the...
Random Error
Mechanistic Models: Compartment Models in Individual and Population Analysis
Hazard Rate

