Biomaterial flow modeling beyond the nozzle: A rheological perspective

A Ashish Pawar S Sanna Turunen (Turku University of Applied Sciences , 20520 Turku,) E Eero Immonen (Turku University of Applied Sciences , 20520 Turku,)

Abstract

Achieving optimal printability is the key hurdle in extrusion-based 3D printing for medical use. Predicting printability before conducting costly and time-consuming physical experiments is necessary to save valuable biomaterial. This can be done with numerical models. An accurate viscosity model should be incorporated into numerical models to accurately represent biomaterial behavior under shear. Time-averaged and time-dependent viscosity models are available in the literature and can predict material behavior under shear. Here, the power-law and lambda-thixotropic viscosity model curves are obtained from experiments on the same biomaterial. Optimal model coefficients for the lambda-thixotropic viscosity model are obtained by computationally modeling the rheometer plate gap in 2D and solving the resulting equations using a Computational Fluid Dynamics (CFD) model. The performance of the power-law (time-averaged viscosity) and lambda-thixotropic viscosity models is qualitatively examined by incorporating them into the CFD model. To achieve a trade-off between accuracy and computational speed, a time-averaged viscosity model is used in a three-dimensional CFD model. A three-dimensional CFD model employs the Volume of Fluid method within the Finite Volume Method framework to investigate flow behavior outside a single nozzle. Simulations are carried out using a three-dimensional CFD model to assess the stackability of the biomaterial on the substrate. Additionally, the ability to print biomaterials one after another is evaluated.

Article Details

Volume / Issue Vol. 128, Issue 25
Published June 22, 2026
ISSN 0003-6951
Publisher American Institute of Physics

Journal Info

Applied Physics Letters

American Institute of Physics

ISSN: 0003-6951 Physical Sciences

Authors (3)

A

Ashish Pawar

S

Sanna Turunen

Turku University of Applied Sciences , 20520 Turku,

E

Eero Immonen

Turku University of Applied Sciences , 20520 Turku,