Predicting Nanoparticle Suspension Viscoelasticity for Multimaterial 3D Printing of Silica–Titania Glass
Abstract
A lack of predictive methodology is frequently a major bottleneck in materials development for additive manufacturing. Hence, exploration of new printable materials often relies on the serendipity of trial and error approaches, which is time-consuming, labor-intensive, and costly. In this paper, we present an approach to overcome these issues by quantifying and controlling the viscoelasticity of inks for multimaterial 3D printing of silica–titania glass using direct ink writing (DIW). We formulate simple silica and silica–titania inks from a suspension of fumed silica nanoparticles in an organic solvent with a dissolved molecular titania precursor. We use a small set of experimental rheological data and estimates of interaction potentials from colloidal theory to develop a predictive tool that allows us to design and obtain compatible inks that are matched both in desired rheological properties (viscosity profiles and elastic modulus) as well as solids loading. The model incorporates silica particle volume fraction, particle size, particle size distribution, and titania precursor concentration, and captures the effects of all formulation parameters on the measured viscoelasticity in a single curve. We validate the ink formulations predicted by the model and find that the materials can be very well matched in rheological properties as desired for 3Dmore »
- Authors:
-
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States); Creighton Univ., Omaha, NE (United States). Dept. of Chemistry
- Publication Date:
- Research Org.:
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE; LLNL Laboratory Directed Research and Development (LDRD) Program
- OSTI Identifier:
- 1476223
- Report Number(s):
- LLNL-JRNL-749401
Journal ID: ISSN 2574-0970; 934089
- Grant/Contract Number:
- AC52-07NA27344
- Resource Type:
- Accepted Manuscript
- Journal Name:
- ACS Applied Nano Materials
- Additional Journal Information:
- Journal Volume: 1; Journal Issue: 8; Journal ID: ISSN 2574-0970
- Publisher:
- American Chemical Society (ACS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 3D printing; colloids; direct ink writing; glass; multimaterial; rheology
Citation Formats
Dudukovic, Nikola A., Wong, Lana L., Nguyen, Du T., Destino, Joel F., Yee, Timothy D., Ryerson, Frederick J., Suratwala, Tayyab, Duoss, Eric B., and Dylla-Spears, Rebecca. Predicting Nanoparticle Suspension Viscoelasticity for Multimaterial 3D Printing of Silica–Titania Glass. United States: N. p., 2018.
Web. doi:10.1021/acsanm.8b00821.
Dudukovic, Nikola A., Wong, Lana L., Nguyen, Du T., Destino, Joel F., Yee, Timothy D., Ryerson, Frederick J., Suratwala, Tayyab, Duoss, Eric B., & Dylla-Spears, Rebecca. Predicting Nanoparticle Suspension Viscoelasticity for Multimaterial 3D Printing of Silica–Titania Glass. United States. https://doi.org/10.1021/acsanm.8b00821
Dudukovic, Nikola A., Wong, Lana L., Nguyen, Du T., Destino, Joel F., Yee, Timothy D., Ryerson, Frederick J., Suratwala, Tayyab, Duoss, Eric B., and Dylla-Spears, Rebecca. Tue .
"Predicting Nanoparticle Suspension Viscoelasticity for Multimaterial 3D Printing of Silica–Titania Glass". United States. https://doi.org/10.1021/acsanm.8b00821. https://www.osti.gov/servlets/purl/1476223.
@article{osti_1476223,
title = {Predicting Nanoparticle Suspension Viscoelasticity for Multimaterial 3D Printing of Silica–Titania Glass},
author = {Dudukovic, Nikola A. and Wong, Lana L. and Nguyen, Du T. and Destino, Joel F. and Yee, Timothy D. and Ryerson, Frederick J. and Suratwala, Tayyab and Duoss, Eric B. and Dylla-Spears, Rebecca},
abstractNote = {A lack of predictive methodology is frequently a major bottleneck in materials development for additive manufacturing. Hence, exploration of new printable materials often relies on the serendipity of trial and error approaches, which is time-consuming, labor-intensive, and costly. In this paper, we present an approach to overcome these issues by quantifying and controlling the viscoelasticity of inks for multimaterial 3D printing of silica–titania glass using direct ink writing (DIW). We formulate simple silica and silica–titania inks from a suspension of fumed silica nanoparticles in an organic solvent with a dissolved molecular titania precursor. We use a small set of experimental rheological data and estimates of interaction potentials from colloidal theory to develop a predictive tool that allows us to design and obtain compatible inks that are matched both in desired rheological properties (viscosity profiles and elastic modulus) as well as solids loading. The model incorporates silica particle volume fraction, particle size, particle size distribution, and titania precursor concentration, and captures the effects of all formulation parameters on the measured viscoelasticity in a single curve. We validate the ink formulations predicted by the model and find that the materials can be very well matched in rheological properties as desired for 3D printing. Using the DIW and heat treatment methods we have reported previously, we use these inks to print and process a fully transparent glass with spatial change in dopant composition and refractive index. Finally, we believe that this approach can be extended to other colloidal systems and allow predictive ink formulation design for desired printability in direct ink write manufacturing.},
doi = {10.1021/acsanm.8b00821},
journal = {ACS Applied Nano Materials},
number = 8,
volume = 1,
place = {United States},
year = {2018},
month = {7}
}
Web of Science
Figures / Tables:

Works referenced in this record:
Fundamentals and applications of 3D printing for novel materials
journal, June 2017
- Lee, Jian-Yuan; An, Jia; Chua, Chee Kai
- Applied Materials Today, Vol. 7
Binary Titania-Silica Glasses Containing 10 to 20 Wt% TiO2
journal, May 1976
- Schultz, Peter C.
- Journal of the American Ceramic Society, Vol. 59, Issue 5-6
Direct ink write fabrication of transparent ceramic gain media
journal, January 2018
- Jones, Ivy Krystal; Seeley, Zachary M.; Cherepy, Nerine J.
- Optical Materials, Vol. 75
The guide to glass 3D printing: developments, methods, diagnostics and results
journal, April 2011
- Marchelli, Grant; Prabhakar, Renuka; Storti, Duane
- Rapid Prototyping Journal, Vol. 17, Issue 3
Direct selective laser sintering and melting of ceramics: a review
journal, April 2017
- Sing, Swee Leong; Yeong, Wai Yee; Wiria, Florencia Edith
- Rapid Prototyping Journal, Vol. 23, Issue 3
Additive Manufacturing of Glass
journal, October 2014
- Luo, Junjie; Pan, Heng; Kinzel, Edward C.
- Journal of Manufacturing Science and Engineering, Vol. 136, Issue 6
Additive Manufacturing of Transparent Soda-Lime Glass Using a Filament-Fed Process
journal, January 2017
- Luo, Junjie; Gilbert, Luke J.; Qu, Chuang
- Journal of Manufacturing Science and Engineering, Vol. 139, Issue 6
Three-dimensional printing of transparent fused silica glass
journal, April 2017
- Kotz, Frederik; Arnold, Karl; Bauer, Werner
- Nature, Vol. 544, Issue 7650
3D-Printed Transparent Glass
journal, April 2017
- Nguyen, Du T.; Meyers, Cameron; Yee, Timothy D.
- Advanced Materials, Vol. 29, Issue 26
3D Printed Optical Quality Silica and Silica-Titania Glasses from Sol-Gel Feedstocks
journal, January 2018
- Destino, Joel F.; Dudukovic, Nikola A.; Johnson, Michael A.
- Advanced Materials Technologies, Vol. 3, Issue 6
Direct Ink Writing of 3D Functional Materials
journal, November 2006
- Lewis, J. A.
- Advanced Functional Materials, Vol. 16, Issue 17
Extrusion-on-demand methods for high solids loading ceramic paste in freeform extrusion fabrication
journal, April 2017
- Li, Wenbin; Ghazanfari, Amir; Leu, Ming C.
- Virtual and Physical Prototyping, Vol. 12, Issue 3
Additive manufacturing of 3D structures with non-Newtonian highly viscous fluids: Finite element modeling and experimental validation
journal, January 2017
- Liravi, Farzad; Darleux, Robin; Toyserkani, Ehsan
- Additive Manufacturing, Vol. 13
A new EPMA method for fast trace element analysis in simple matrices
journal, August 2016
- Donovan, John J.; Singer, Jared W.; Armstrong, John T.
- American Mineralogist, Vol. 101, Issue 8
Rheology of Silica Dispersions in Organic Liquids: New Evidence for Solvation Forces Dictated by Hydrogen Bonding
journal, October 2000
- Raghavan, Srinivasa R.; Walls, H. J.; Khan, Saad A.
- Langmuir, Vol. 16, Issue 21
Rheological characterization of yield stress gels formed via electrostatic heteroaggregation of metal oxide nanoparticles
journal, January 2017
- Weston, Javen S.; Harwell, Jeffrey H.; Grady, Brian P.
- Soft Matter, Vol. 13, Issue 38
Microstructure of sol-gel processed TiO2/SiO2 glasses
journal, November 1990
- Breval, Else; Deng, Zaide; Pantano, Carlo G.
- Journal of Non-Crystalline Solids, Vol. 125, Issue 1-2
Colloidal sol/gel processing of ultra-low expansion TiO2/SiO2 glasses
journal, March 1988
- Deng, Zaide; Breval, Else; Pantano, Carlo G.
- Journal of Non-Crystalline Solids, Vol. 100, Issue 1-3
Kinetics of Crystallization and Crystal Growth of Nanocrystalline Anatase in Nanometer-Sized Amorphous Titania
journal, October 2002
- Zhang, Hengzhong; Banfield, Jillian F.
- Chemistry of Materials, Vol. 14, Issue 10
Thixotropic rheology of concentrated alumina colloidal gels for solid freeform fabrication
journal, May 2011
- Zhu, Cheng; Smay, James E.
- Journal of Rheology, Vol. 55, Issue 3
Linking Rheology and Printability for Dense and Strong Ceramics by Direct Ink Writing
journal, July 2017
- M’Barki, Amin; Bocquet, Lydéric; Stevenson, Adam
- Scientific Reports, Vol. 7, Issue 1
Works referencing / citing this record:
Water-glass based silica aerogel: unique nanostructured filler for epoxy nanocomposites
journal, June 2019
- Salimian, S.; Zadhoush, A.
- Journal of Porous Materials, Vol. 26, Issue 6
3D Printing of Compositional Gradients Using the Microfluidic Circuit Analogy
journal, November 2019
- Nguyen, Du T.; Yee, Timothy D.; Dudukovic, Nikola A.
- Advanced Materials Technologies, Vol. 4, Issue 12
Figures / Tables found in this record: