[HTML][HTML] Measuring and understanding cure-dependent viscoelastic properties of epoxy resin: A review
The experimental determination of cure-dependent viscoelastic properties is of utmost
importance for processing and use of epoxy (EP) resin-based materials and structures …
importance for processing and use of epoxy (EP) resin-based materials and structures …
A review of aging, degradation, and reusability of PA12 powders in selective laser sintering additive manufacturing
A popular form of additive manufacturing, selective laser sintering (SLS) enables the
unprecedented making of complex 3D parts with high mechanical performance. The semi …
unprecedented making of complex 3D parts with high mechanical performance. The semi …
A physics-informed machine learning approach for solving heat transfer equation in advanced manufacturing and engineering applications
N Zobeiry, KD Humfeld - Engineering Applications of Artificial Intelligence, 2021 - Elsevier
A physics-informed neural network is developed to solve conductive heat transfer partial
differential equation (PDE), along with convective heat transfer PDEs as boundary …
differential equation (PDE), along with convective heat transfer PDEs as boundary …
[HTML][HTML] Multiscale thermo-mechanical analysis of cure-induced deformation in composite laminates using Direct FE2
In this study, we propose a versatile two-scale approach for thermo-viscoelastic analysis of
the curing of composite laminates. Cure-induced residual stresses and part distortion …
the curing of composite laminates. Cure-induced residual stresses and part distortion …
[HTML][HTML] Understanding and predicting defect formation in automated fibre placement pre-preg laminates
Fibre path defects are detrimental to the structural integrity of composite components and
need to be minimised through process optimization. This requires understanding of the …
need to be minimised through process optimization. This requires understanding of the …
Consolidation-driven defect generation in thick composite parts
JPH Belnoue, OJ Nixon-Pearson… - Journal of …, 2018 - asmedigitalcollection.asme.org
Fiber waviness is one of the most significant defects that occurs in composites due to the
severe knockdown in mechanical properties that it causes. This paper investigates the …
severe knockdown in mechanical properties that it causes. This paper investigates the …
[HTML][HTML] An accelerated process optimization method to minimize deformations in composites using theory-guided probabilistic machine learning
While aerospace manufacturing and assembly technologies have significantly evolved,
challenges persist in mitigating process-induced deformations (PIDs) in composite parts …
challenges persist in mitigating process-induced deformations (PIDs) in composite parts …
[HTML][HTML] A machine learning framework for real-time inverse modeling and multi-objective process optimization of composites for active manufacturing control
KD Humfeld, D Gu, GA Butler, K Nelson… - Composites Part B …, 2021 - Elsevier
For manufacturing of aerospace composites, several parts may be processed
simultaneously using convective heating in an autoclave. Due to uncertainties including tool …
simultaneously using convective heating in an autoclave. Due to uncertainties including tool …
[HTML][HTML] Effect of temperature history during additive manufacturing on crystalline morphology of PEEK
Additive manufacturing parameters of high-performance polymers greatly affect the thermal
history and consequently quality of the end-part. For fused deposition modeling (FDM), this …
history and consequently quality of the end-part. For fused deposition modeling (FDM), this …
[HTML][HTML] Micro-level mechanisms of fiber waviness and wrinkling during hot drape forming of unidirectional prepreg composites
Fiber misalignment in composites in the form of in-plane waviness and out of-plane
wrinkling, is a major defect arising from processes such as hot drape forming. This work …
wrinkling, is a major defect arising from processes such as hot drape forming. This work …