Toughness from Imagery: Extracting More from Failure Analysis using Deep Convolutional Neural Networks

N Bianco, K Fitzgerald, D Cillessen, N Brown… - Journal of Failure …, 2024 - Springer
Understanding the origins of mechanical failures is critical to the prevention of future failures.
In this study, additively manufactured Charpy bars, commonly used to measure the impact …

Robust Prediction of Charpy Toughness of Additively Manufactured Kovar Using Deep Convolutional Neural Networks

NR Bianco - 2024 - digitalrepository.unm.edu
Understanding the reason for mechanical failures of manufactured parts in their operating
environments is critical to prevention of future failures. However, in-situ post-mortem …