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Methodology to determine printability criteria of highly concentrated pastes through rheological characterization

Journal Article · · Additive Manufacturing
 [1];  [2];  [2];  [2];  [2]
  1. Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States); Univ. of Illinois at Urbana-Champaign, IL (United States)
  2. Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States)

Material extrusion is an additive manufacturing technique that enables the creation of reproducible and complex hardware by depositing a viscous, shear-thinning ink onto a substrate in a custom-pattern via extrusion through a syringe. Here, the ability of an ink to be extruded onto a substrate in many layers, and maintain the desired shape is what defines the printability. Printability is often investigated by formulating, printing, and postmortem analysis of final parts in an iterative manner. Investigations of printability through rheological characterization have often been concerned with inks that straddle the line between printable and too thin, leaving out an entire class of inks that are highly-filled pastes, where extrudability is the limiting factor. Highly-filled pastes continue to pose issues for researchers as the effect of filler morphology, size, loading, and packing fraction on the ink rheology and corresponding printability is not understood. While traditional rheological characterizations may be useful for some inks, we show that protocols utilizing steady-shear, or large-amplitude oscillatory shear are difficult and unreliable for highly-filled pastes. Through transient rheology paired with real-time images we show that each traditional protocol produces inhomogeneous deformations that violate the assumptions that underly common rheological definitions. Instead, we demonstrate metrics measured with small-amplitude oscillatory shear that are correlated to the printability of various ink formulations ranging in loading. The rheological measures that accurately predict the printability of the inks are the axial stress measured at small amplitudes, and the critical stress amplitude above which rheological characterizations become impossible. In addition, we estimate the maximum packing fraction for each filler, based on the exponent common to hard sphere models, and show that the printability of each ink can be predicted by the ratio of the packing fraction to the theoretical maximum. We show how small-amplitude oscillatory shear allows users to develop printability criteria for any ink to enhance the workflow in the development of new inks, increase the performance of material extrusion printing, and improve the stability of printed parts, with less wasted time and materials.

Research Organization:
Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
NA0003525
OSTI ID:
2481181
Report Number(s):
SAND--2024-16735J
Journal Information:
Additive Manufacturing, Journal Name: Additive Manufacturing Journal Issue: 25 Vol. 96; ISSN 2214-8604
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (61)

3D Printing of Interdigitated Li-Ion Microbattery Architectures journal June 2013
3D Printing of Freestanding MXene Architectures for Current‐Collector‐Free Supercapacitors journal July 2019
Direct Ink Writing Based 4D Printing of Materials and Their Applications journal June 2020
Direct Ink Writing 3D Printing for High‐Performance Electrochemical Energy Storage Devices: A Minireview journal September 2023
High‐Loaded Electrode Filaments for Additive Manufacturing of Structural Batteries journal August 2023
4D‐Printable Photocrosslinkable Polyurethane‐Based Inks for Tissue Scaffold and Actuator Applications journal September 2023
Yielding and Flow of Monodisperse Emulsions journal May 1996
Konsistenzmessungen von Gummi-Benzollösungen journal August 1926
Yield stress: A time-dependent property and how to measure it journal September 1986
Plastic behavior of some yield stress fluids: from creep to long-time yield journal April 2008
Scope of 3-D Printing in Mining and Geology: An Overview journal April 2019
Effects of Different Lightweight Functional Fillers for Use in Cementitious Composites journal February 2017
A new method for determining the optimum dispersant concentration in aqueous grinding journal March 2002
A printability index for linking slurry rheology to the geometrical attributes of 3D-printed components journal August 2019
Effect of particle morphological parameters on sand grains packing properties and rheology of model mortars journal February 2016
Is the yield stress of aqueous foam a well-defined quantity? journal August 2005
Direct ink writing (DIW) of structural and functional ceramics: Recent achievements and future challenges journal November 2021
Binder jetting 3D printing of challenging medicines: From low dose tablets to hydrophobic molecules journal January 2022
3D printing applications for healthcare research and development journal December 2022
Reinforcing concrete: comparison of filler effects journal January 2016
Direct ink writing of geopolymeric inks journal June 2017
3D printing of ceramics: A review journal April 2019
Development of free binder zirconia-based pastes for the production of dental pieces by robocasting journal September 2020
On different ways of measuring “the” yield stress journal December 2016
Time-resolved dynamics of the yielding transition in soft materials journal February 2019
Large-scale 3D printing of ultra-high performance concrete – a new processing route for architects and builders journal June 2016
Chemical modification and printability of shear-thinning hydrogel inks for direct-write 3D printing journal September 2018
Supercapacitors Based on Three-Dimensional Hierarchical Graphene Aerogels with Periodic Macropores journal January 2016
Multi-Material Direct Ink Writing (DIW) for Complex 3D Metallic Structures with Removable Supports journal January 2019
Printing of Hydrophobic Materials in Fumed Silica Nanoparticle Suspension journal July 2019
Printing soft matter in three dimensions journal December 2016
Toughening colloidal gels using rough building blocks journal August 2023
Linking Rheology and Printability for Dense and Strong Ceramics by Direct Ink Writing journal July 2017
3D printing with 2D colloids: designing rheology protocols to predict ‘printability’ of soft-materials journal January 2019
Shape anisotropic colloids: synthesis, packing behavior, evaporation driven assembly, and their application in emulsion stabilization journal January 2013
Review Article: Aspects of non-colloidal suspension rheology journal October 2018
The nonlinear rheology of complex yield stress foods journal February 2022
The effect of filler loading and morphology on the mechanical properties of contemporary composites journal June 2002
Elucidating the G″ overshoot in soft materials with a yield transition via a time-resolved experimental strain decomposition journal August 2020
Material extrusion additive manufacturing of high particle loaded suspensions: a review of materials, processes and challenges journal November 2023
Process- and bio-inspired hydrogels for 3D bioprinting of soft free-standing neural and glial tissues journal February 2019
Random packing fraction of bimodal spheres: An analytical expression journal March 2013
Packing fraction of particles with lognormal size distribution journal May 2014
Unification of the Rheological Physics of Yield Stress Fluids journal May 2021
3D printing with moondust journal October 2016
Additive Manufacturing of Dense Ceramic Parts via Direct Ink Writing of Aqueous Alumina Suspensions journal June 2016
Yield stress and wall slip phenomena in colloidal silica gels journal July 2003
Role of shear stress at rest on the viscoelastic response of fresh cement pastes journal March 2020
A Mechanism for Non‐Newtonian Flow in Suspensions of Rigid Spheres journal March 1959
A fifty cent rheometer for yield stress measurement journal November 1996
A constitutive model for sheared dense suspensions of rough particles journal September 2020
Understanding the transient large amplitude oscillatory shear behavior of yield stress fluids journal January 2023
On the selection of rheological tests for the prediction of 3D printability journal May 2023
Nonequilibrium thermodynamics modeling of the rheological response of cement pastes journal June 2023
Strain shift measured from stress-controlled oscillatory shear: Evidence for a continuous yielding transition and new techniques to determine recovery rheology measures journal March 2024
A reexamination of the Cox–Merz rule through the lens of recovery rheology journal April 2024
Anisotropic dynamics and kinetic arrest of dense colloidal ellipsoids in the presence of an external field studied by differential dynamic microscopy journal January 2020
Packing in the Spheres journal February 2004
3D printing of resilient biogels for omnidirectional and exteroceptive soft actuators journal February 2022
The Role of 3D Printing in Medical Applications: A State of the Art journal March 2019
3D Printing in Geology and Geophysics: A New World of Opportunities in Research, Outreach, and Education journal July 2021