Fakultät

Quantitative X-ray tomography of advanced polymer composites

Advanced composite materials (ACMs) typically contain two or more constituents, such as resin, fibers, and pores, with different physical and chemical characteristics. When combined, they produce a material with unique properties in terms of weight, strength, stiffness, or corrosion resistance.

To inspect and study their 3D internal structure in a non-destructive way, the ACMs are imaged with X-rays, after which a 3D image is reconstructed from the X-ray radiographs, and further processed and analyzed in multiple sequential steps. This conventional workflow, however, suffers from inaccurate modeling and error propagation which severely limits the accuracy with which ACM parameters of interest can be estimated.

In this project, we will develop a paradigm shifting approach in which the quantification of ACM parameters is substantially improved. This will be realized in a novel workflow by
1) accounting for possible deformation of the ACM during scanning, thereby reducing image reconstruction artefacts;
2) accurately modelling all constituents of the ACM (matrix, pores, and fibers);
3) directly estimating the ACM model parameters from the X-ray radiographs, thereby preventing error propagation by providing a feedback mechanism;
4) analyzing the workflow’s parameter space with respect to sensitivity and stability of parameters of interest.
2018
B. Fröhler, T. Möller, J. Weissenböck, H. Hege, J. Kastner, C. Heinzl - Exploring Uncertainty in Image Segmentation Ensembles - Proceedings of the 20th EG/VGTC Conference on Visualization, Brünn, Tschechische Republik, 2018 mehr
2018
B. Fröhler, C. Heinzl, J. Weissenböck, A. Amirkhanov, M. Arikan, J. Kastner - open_iA: A Framework for Analyzing Industrial Computed Tomography Data - Proceedings of the 12th European Conference on Non-destructive Testing, Göteborg, Schweden, 2018 mehr
2017
J. Sanctorum, E. Janssens, A. den Dekker, S. Senck, C. Heinzl, J. De Beenhouwer, J. Sijbers - A workflow to reconstruct grating-based X-ray phase contrast CT images: application to CFRP samples - Proceedings of the 7th Conference on Industrial Computed Tomography, Leuven, Belgium (iCT 2017), Leuven,… mehr
2017
C. Heinzl, S. Stappen - STAR: Visual Computing in Materials Science - COMPUTER GRAPHICS FORUM, Vol. 36, No. 3, 2017, pp. 647-666 mehr