Related Experiment Video
Updated: Jan 11, 2026

Agarose Fluid Gels Formed by Shear Processing During Gelation for Suspended 3D Bioprinting
Published on: May 26, 2023
Exploiting nozzle geometry to predict resolution in extrusion-based bioprinting: mathematical modelling of a
Amy Victoria Tansell1, Nasim Mahmoodi2, Joseph Patrick Crolla2
1School of Mathematics, University of Birmingham, Birmingham, UK.
Abstract:
Extrusion-based additive manufacturing (AM) is a popular technique used in the fabrication of three-dimensional constructs. Owing to the nonlinear manner in which process parameters affect resolution and printability, the optimal combination remains platform and material specific. This study proposes a user-friendly, adaptable model to predict the diameter of a printed line of material through extrusion-based bioprinting. Exploiting the geometry of an arbitrary, axisymmetric nozzle and assuming a power-law fluid, the model generated determines a relationship between the printed filament diameter and the pressure drop, nozzle travel speed, nozzle geometry and material flow properties. Employing the model prior to printing enables engineers to restrict process parameter space and minimize the dependence on the current print-and-test methodology before an optimal combination of process parameters is determined. Two materials (a poly(vinyl alcohol)-based (PVA-based) hydrogel and Nivea Crème), two temperature conditions and three nozzle sizes were used for model validation, presenting good agreement with model predictions. When the shear-thinning property is included, the coefficient of determination, R 2, is greater than 0.97. This model provides context and direction for future optimization-driven design research for this advancing manufacturing technology.
Related Concept Videos
Typical Model Studies
Steady, Laminar Flow in Circular Tubes
Design Example: Creating a Hydraulic Model of a Dam Spillway
Free Jet
Bernoulli's Equation for Flow Normal to a Streamline
The pressure difference depends on the fluid's velocity and radius of curvature. The pressure variation is minimal in flows with nearly straight streamlines. However, the...
Steady, Laminar Flow Between Parallel Plates

