An Accelerated Process Optimization Method to Minimize Deformations in Composites Using Theory-guided Probabilistic Machine Learning C Schoenholz, N Zobeiry Composites Part A: Applied Science and Manufacturing 176, 107842, 2024 | 17 | 2024 |
Representation, Characterization and Simulation of Tool-Part Interaction and its Effects on Process-induced Deformations in Composites C Schoenholz, D Slade, E Zappino, M Petrolo, N Zobeiry Proceedings of the American Society for Composites (ASC) 36th Technical …, 2021 | 6 | 2021 |
A Machine Learning-based Portable Inspection Method for Evaluation of Tool Surface Condition and Release Coating in Composites Manufacturing C Schoenholz, S Li, K Bainbridge, V Huynh, A Gray, X Chen, N Zobeiry Proceedings of the Society for the Advancement of Material and Process …, 2022 | 5 | 2022 |
Accelerated In Situ Inspection of Release Coating and Tool Surface Condition in Composites Manufacturing Using Global Mapping, Sparse Sensing, and Machine Learning C Schoenholz, S Li, K Bainbridge, V Huynh, A Gray, N Zobeiry Journal of Manufacturing and Materials Processing 7 (3), 81, 2023 | 4 | 2023 |
Investigating the Impacts of Processing Variability on Tool-Part Interaction for Interply-toughened Aerospace Composites Using a Novel Shear Technique C Schoenholz, N Zobeiry Composites Part A: Applied Science and Manufacturing 178, 107973, 2024 | 3 | 2024 |
An Automated Evaluation Method of Tool Surface Condition in Composites Manufacturing Using Machine Learning and Sparse Sensing C Schoenholz, S Li, K Bainbridge, V Huynh, A Gray, X Chen, N Zobeiry SAMPE Journal 59 (1), 10-23, 2023 | 3 | 2023 |
Efficient Analysis of Composites Manufacturing Using Multi-fidelity Simulation and Probabilistic Machine Learning C Schoenholz, E Zappino, M Petrolo, N Zobeiry Composites Part B: Engineering 280, 111499, 2024 | 2 | 2024 |
A Theory-guided Probabilistic Machine Learning Method to Minimize Process-induced Deformations in Composite Structures C Schoenholz, N Zobeiry Proceedings of the ASME Aerospace Structures, Structural Dynamics, and …, 2023 | 2 | 2023 |
An Optimization Strategy Based on Machine Learning and Layer-wise Models to Minimize Process-induced Deformations in CFRP Parts N Zobeiry, E Zappino, C Schoenholz, R Masia, M Petrolo Proceedings of the ASME Aerospace Structures, Structural Dynamics, and …, 2023 | 1 | 2023 |
Investigating the Impacts of Processing Uncertainty and Variability on Residual Stresses and Deformations in Aerospace Composites Manufacturing C Schoenholz University of Washington, 2024 | | 2024 |
A Theory-guided Probabilistic Machine Learning Framework for Accelerated Prediction of Process-induced Deformations in Advanced Composites C Schoenholz, E Zappino, M Petrolo, N Zobeiry Proceedings of the 21st European Conference on Composite Materials (ECCM21), 2024 | | 2024 |
Accurate Prediction of Process-induced Deformations in Composites Using Layer-wise Models and Theory-guided Probabilistic Machine Learning C Schoenholz, E Zappino, M Petrolo, N Zobeiry Proceedings of the ASME Aerospace Structures, Structural Dynamics, and …, 2024 | | 2024 |
Investigating the Effects of Release Coating on Tool-Part Interaction and Process-induced Deformations in Composites Manufacturing C Schoenholz, N Zobeiry Proceedings of the Society for the Advancement of Material and Process …, 2023 | | 2023 |
A Theory-guided Machine Learning Method for Cure Cycle Optimization to Minimize Process-induced Deformations in Composites C Schoenholz, N Zobeiry Proceedings of the American Society for Composites (ASC) 38th Technical …, 2023 | | 2023 |
Accelerating Composite Cure Cycle Optimization with Combined Probabilistic Machine Learning and Finite Element Process Simulation H Fu, C Schoenholz, P Portales, A Eskandariyun, N Zobeiry Proceedings of the American Society for Composites (ASC) 38th Technical …, 2023 | | 2023 |
Optimal Lay-ups to Minimize Process-induced Deformations in L-shaped CFRP Parts E Zappino, C Schoenholz, R Masia, N Zobeiry, M Petrolo Proceedings of the Society for the Advancement of Material and Process …, 2023 | | 2023 |
Investigating the Effects of Cure Pressure on Tool-Part Interaction and Process-induced Deformations in Composites C Schoenholz, J Moomaw, N Zobeiry Proceedings of the American Society for Composites (ASC) 37th Technical …, 2022 | | 2022 |
Investigating the Aging of Release Coating in Aerospace Composites Manufacturing K Bainbridge, C Schoenholz, N Zobeiry University of Washington Undergraduate Research in Materials Science and …, 2021 | | 2021 |