4 papers
Annotated digital image correlation displacement fields from fatigue crack growth experiments
David Melching, Ferdinand Dömling, Florian Paysan +3
We present a curated dataset of planar displacement fields from eight fatigue crack growth experiments obtained via full-field digital image correlation (DIC). The dataset covers m…
Trustworthy AI-based crack-tip segmentation using domain-guided explanations
Jesco Talies, Eric Breitbarth, David Melching
Ensuring the trustworthiness and robustness of deep learning models remains a fundamental challenge, particularly in high-stakes scientific applications. In this study, we present…
Progress on Data-Driven, Multi-Objective Quantum Optimization
Thomas Plehn, Daniel Barragan-Yani, Eric Breitbarth +2
Here, we present two complementary approaches that advance quadratic unconstrained binary optimization (QUBO) toward practical use in data-driven materials design and other real-va…
Advanced crack tip stress analysis using interaction integrals in high-resolution digital image correlation fields
Florian Paysan, David Melching, Eric Breitbarth
The link between microscopic mechanisms and macroscopic behaviour, represented by the curve, plays an increasingly important role in relating the fatigue crack growth c…