Microscale equivalent modeling and experimental validation of CCF/PLA using a 100-to-1 downscaling strategy

Multiscale simulation of Fused Deposition Modeling (FDM) of Continuous Carbon Fiber reinforced Polylactic Acid (CCF/PLA) is constrained by filament-level geometric complexity. A “100-to-1” downscaling strategy is developed in which a regular filament cluster is simplified through equal-area square surrogates, thereby preserving fiber volume fraction ( V f ) while substantially reducing geometric and computational burden. A Representative Volume Element (RVE) was implemented in analysis software using a regular rectangular array, Periodic Boundary Conditions (PBCs), and C3D6 wedge elements to evaluate effective engineering constants for three configurations (fully filled, gapped, and gap-free) across V f = 35%–95%. The axial modulus predictions agreed closely with the Tandon–Weng model, with deviations below 2%, and remained within the Hashin–Shtrikman admissible bounds. However, the transverse moduli were higher than the Tandon–Weng predictions, with deviations mainly ranging from approximately 9% to 24%, whereas the shear moduli showed weaker and component-dependent deviations. This tendency is attributable to corner-induced stress concentration in square inclusions, shared-node compatibility, and the kinematic constraints imposed by the regular array. Nevertheless, the results remained physically admissible and exhibited a conservative stiffness-estimation trend, especially in the transverse direction. Furthermore, tensile testing of a single-track specimen (measured V f ≈ 34%) supported the engineering utility of the proposed approach for predicting ultimate load (error ≈10%). The stiffness deviation between experiment and simulation (initial deviation ≈22%) was quantitatively interpreted by introducing a system-compliance correction mechanism, which partly reduced the apparent discrepancy and clarified the contribution of testing-system compliance. Overall, the proposed strategy retains accuracy for axial load-bearing behavior while providing an efficient and scalable microscale modeling basis for subsequent path- and structure-level simulations of FDM-printed CCF/PLA.

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Publication Details

Journal
Journal of Thermoplastic Composite Materials
Published
2026-06-28
DOI
https://doi.org/10.1177/08927057261466174
Primary Topic
Composite Material Mechanics
Type
article
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article

Microscale equivalent modeling and experimental validation of CCF/PLA using a 100-to-1 downscaling strategy

Anyuan Jiao, Guangming Xu, Enyang Lu, Hao Lu et al.
Journal of Thermoplastic Composite Materials
Composite Material Mechanics
article

Microscale equivalent modeling and experimental validation of CCF/PLA using a 100-to-1 downscaling strategy

Anyuan Jiao, Guangming Xu, Enyang Lu, Hao Lu, Jiawei Cai, Wanshun Zhang
article en

Abstract

Multiscale simulation of Fused Deposition Modeling (FDM) of Continuous Carbon Fiber reinforced Polylactic Acid (CCF/PLA) is constrained by filament-level geometric complexity. A “100-to-1” downscaling strategy is developed in which a regular filament cluster is simplified through equal-area square surrogates, thereby preserving fiber volume fraction ( V f ) while substantially reducing geometric and computational burden. A Representative Volume Element (RVE) was implemented in analysis software using a regular rectangular array, Periodic Boundary Conditions (PBCs), and C3D6 wedge elements to evaluate effective engineering constants for three configurations (fully filled, gapped, and gap-free) across V f = 35%–95%. The axial modulus predictions agreed closely with the Tandon–Weng model, with deviations below 2%, and remained within the Hashin–Shtrikman admissible bounds. However, the transverse moduli were higher than the Tandon–Weng predictions, with deviations mainly ranging from approximately 9% to 24%, whereas the shear moduli showed weaker and component-dependent deviations. This tendency is attributable to corner-induced stress concentration in square inclusions, shared-node compatibility, and the kinematic constraints imposed by the regular array. Nevertheless, the results remained physically admissible and exhibited a conservative stiffness-estimation trend, especially in the transverse direction. Furthermore, tensile testing of a single-track specimen (measured V f ≈ 34%) supported the engineering utility of the proposed approach for predicting ultimate load (error ≈10%). The stiffness deviation between experiment and simulation (initial deviation ≈22%) was quantitatively interpreted by introducing a system-compliance correction mechanism, which partly reduced the apparent discrepancy and clarified the contribution of testing-system compliance. Overall, the proposed strategy retains accuracy for axial load-bearing behavior while providing an efficient and scalable microscale modeling basis for subsequent path- and structure-level simulations of FDM-printed CCF/PLA.

Journal of Thermoplastic Composite Materials
University of Science and Technology Liaoning (CN)
Openalex Percentile: Top 12%
Composite Material Mechanics
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