Software — free catalog
Automatic Image Analysis of Environmental Barrier Coating Thermally Grown Oxide Layers using Machine Learning and Computer Vision
A NASA software catalog entry available for reuse or request.
About this technology
Overview
Uses machine learning and computer vision to automatically measure microstructure features from images of environmental barrier coatings. Quantifying microstructure is critical to designing better materials by establishing processing-structure-property relationships. Previous measurement techniques relied on manual human measurements which is extremely time consuming, prone to bias, and requires expertise. This software can automatically and accurately measure oxide thickness, roughness, porosity, and crack spacing in a matter of seconds and the results are repeatable and comparable between research groups. The open source GUI and algorithms can be adapted to perform other types of image analysis and have been applied to analyze many other material microstructures.