Code and Data
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An image-based deep learning framework for flow field prediction in arbitrary-sized fibrous microstructures
This dataset includes steady-state flow simulations for 5250 (periodic) 2D fibrous microstructures that are representative of those encountered in the manufacturing processes (e.g., resin transfer molding) of fiber-reinforced polymer composite (FRPC).
Accelerating curing simulations of composites using Graph Neural Networks
This dataset includes graph representations of cure simulations for training, validating and testing a Graph Neural Network (GNN) surrogate for cure modelling.
Benchmarking and sensitivity analysis of segmentation methods for image-based fiber detection in composites
This dataset includes three micrographs of the same polished cross-section of a unidirectional carbon-fiber/LM-PAEK laminate acquired on a Keyence VK-X1000 confocal microscope at three magnification/objective conditions/