Predicting mechanical property plateau in laser polymer powder bed fusion additive manufacturing via the critical coalescence ratio
Abstract
The state of the art in property-process relationships in the laser polymer powder bed fusion (LPPBF) subcategory of powder bed fusion (PBF) has derived relationships between the energy supplied and polymer thermal properties governing melting and degradation, so-called the “energy melt ratio (EMR).” The EMR provides a framework for process parameter value selection based solely on melting behavior. However, coalescence, and not merely melting, is the basis for mechanical properties in LPPBF printed parts. The authors present a method for (1) predicting polymer coalescence based on transient temperature profiles resulting from a combination of LPPBF process parameter values and (2) connecting the predicted coalescence response to the observed onset of a plateau in mechanical properties. This work tests the hypothesis that the observed onset of a mechanical property plateau corresponds with a transition in consolidation physics. Complete coalescence must be achieved prior to the onset of physical gelation. For this work, in situ transient temperature profiles were obtained using infrared thermography. Coalescence prediction, via the Upper-convected Maxwell model, and physical gelation prediction, via Lauritzen-Hoffman and Avrami equations, were found to successfully identify LPPBF parameter combinations resulting in parts with density and tensile strength inside the plateau region. The hypothesis thatmore »
- Authors:
- Publication Date:
- Research Org.:
- Kansas City Plant (KCP), Kansas City, MO (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1761271
- Alternate Identifier(s):
- OSTI ID: 1666366
- Report Number(s):
- NSC-614-3142
Journal ID: ISSN 0264-1275; S0264127521000277; 109474; PII: S0264127521000277
- Grant/Contract Number:
- NA0002839
- Resource Type:
- Published Article
- Journal Name:
- Materials & Design
- Additional Journal Information:
- Journal Name: Materials & Design Journal Volume: 201 Journal Issue: C; Journal ID: ISSN 0264-1275
- Publisher:
- Elsevier
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; additive manufacturing; powder bed fusion; selective laser sintering; polymer coalescence; process parameter prediction; physical gelation
Citation Formats
Chatham, Camden A., Bortner, Michael J., Johnson, Blake N., Long, Timothy E., and Williams, Christopher B. Predicting mechanical property plateau in laser polymer powder bed fusion additive manufacturing via the critical coalescence ratio. United Kingdom: N. p., 2021.
Web. doi:10.1016/j.matdes.2021.109474.
Chatham, Camden A., Bortner, Michael J., Johnson, Blake N., Long, Timothy E., & Williams, Christopher B. Predicting mechanical property plateau in laser polymer powder bed fusion additive manufacturing via the critical coalescence ratio. United Kingdom. https://doi.org/10.1016/j.matdes.2021.109474
Chatham, Camden A., Bortner, Michael J., Johnson, Blake N., Long, Timothy E., and Williams, Christopher B. Mon .
"Predicting mechanical property plateau in laser polymer powder bed fusion additive manufacturing via the critical coalescence ratio". United Kingdom. https://doi.org/10.1016/j.matdes.2021.109474.
@article{osti_1761271,
title = {Predicting mechanical property plateau in laser polymer powder bed fusion additive manufacturing via the critical coalescence ratio},
author = {Chatham, Camden A. and Bortner, Michael J. and Johnson, Blake N. and Long, Timothy E. and Williams, Christopher B.},
abstractNote = {The state of the art in property-process relationships in the laser polymer powder bed fusion (LPPBF) subcategory of powder bed fusion (PBF) has derived relationships between the energy supplied and polymer thermal properties governing melting and degradation, so-called the “energy melt ratio (EMR).” The EMR provides a framework for process parameter value selection based solely on melting behavior. However, coalescence, and not merely melting, is the basis for mechanical properties in LPPBF printed parts. The authors present a method for (1) predicting polymer coalescence based on transient temperature profiles resulting from a combination of LPPBF process parameter values and (2) connecting the predicted coalescence response to the observed onset of a plateau in mechanical properties. This work tests the hypothesis that the observed onset of a mechanical property plateau corresponds with a transition in consolidation physics. Complete coalescence must be achieved prior to the onset of physical gelation. For this work, in situ transient temperature profiles were obtained using infrared thermography. Coalescence prediction, via the Upper-convected Maxwell model, and physical gelation prediction, via Lauritzen-Hoffman and Avrami equations, were found to successfully identify LPPBF parameter combinations resulting in parts with density and tensile strength inside the plateau region. The hypothesis that the plateau occurs at the onset of closed pore morphology is supported.},
doi = {10.1016/j.matdes.2021.109474},
journal = {Materials & Design},
number = C,
volume = 201,
place = {United Kingdom},
year = {Mon Mar 01 00:00:00 EST 2021},
month = {Mon Mar 01 00:00:00 EST 2021}
}
https://doi.org/10.1016/j.matdes.2021.109474
Works referenced in this record:
Laser sintering of polyamides and other polymers
journal, February 2012
- Goodridge, R. D.; Tuck, C. J.; Hague, R. J. M.
- Progress in Materials Science, Vol. 57, Issue 2
Analysis of time dependent thermal properties for high rates in selective laser sintering
journal, July 2018
- Wudy, Katrin; Drexler, Maximilian; Lanzl, Lydia
- Rapid Prototyping Journal, Vol. 24, Issue 5
Coalescence of liquid drops
journal, December 1999
- Eggers, Jens; Lister, John R.; Stone, Howard A.
- Journal of Fluid Mechanics, Vol. 401
The role of viscoelasticity in polymer sintering
journal, June 1998
- Bellehumeur, C. T.; Kontopoulou, Marianne; Vlachopoulos, J.
- Rheologica Acta, Vol. 37, Issue 3
Isothermal and non-isothermal crystallization kinetics and predictive modeling in the solidification of poly(cyclohexylene dimethylene cyclohexanedicarboxylate) melt
journal, July 2016
- Zhou, Ying-Guo; Wu, Wen-Bin; Lu, Gui-Yun
- Journal of Elastomers & Plastics, Vol. 49, Issue 2
An experimental study and model assessment of polymer sintering
journal, September 1996
- Bellehumeur, C. T.; Bisaria, M. K.; Vlachopoulos, J.
- Polymer Engineering & Science, Vol. 36, Issue 17
The role of transient rheology in polymeric sintering
journal, September 2005
- Scribben, Eric; Baird, Donald; Wapperom, Peter
- Rheologica Acta, Vol. 45, Issue 6
Polymer Powder Bed Fusion Additive Manufacturing: Recent Developments in Materials, Processes, and Applications
book, June 2019
- Bain, Erich D.; Seppala, Jonathan E.; Kotula, Anthony P.
- Polymer-Based Additive Manufacturing: Recent Developments, p. 7-36
Fundamental investigation of part properties at accelerated beam speeds in the selective laser sintering process
journal, October 2017
- Lexow, Matthias Michael; Drexler, Maximilian; Drummer, Dietmar
- Rapid Prototyping Journal, Vol. 23, Issue 6
Bubble dissolution in molten polymers and its role in rotational molding
journal, July 1999
- Kontopoulou, M.; Vlachopoulos, J.
- Polymer Engineering & Science, Vol. 39, Issue 7
Evaluation of particle coalescence and its implications in laser sintering
journal, January 2019
- Benedetti, L.; Brulé, B.; Decraemer, N.
- Powder Technology, Vol. 342
Optimisation of blade type spreaders for powder bed preparation in Additive Manufacturing using DEM simulations
journal, November 2017
- Haeri, S.
- Powder Technology, Vol. 321
The Role of Viscoelastic Adhesive Contact in the Sintering of Polymeric Particles
journal, May 2001
- Lin, Y. Y.; Hui, C. Y.; Jagota, A.
- Journal of Colloid and Interface Science, Vol. 237, Issue 2
Density prediction of crystalline polymer sintered parts at various powder bed temperatures
journal, August 2001
- Tontowi, Alva E.; Childs, T. H. C.
- Rapid Prototyping Journal, Vol. 7, Issue 3
Numerical analysis of the heating phase and densification mechanism in polymers selective laser melting process
conference, January 2018
- Mokrane, Aoulaiche; Boutaous, M’hamed; Xin, Shihe
- PROCEEDINGS OF THE 21ST INTERNATIONAL ESAFORM CONFERENCE ON MATERIAL FORMING: ESAFORM 2018, AIP Conference Proceedings
Selective Laser Melting of Polymer Powder – Part Mechanics as Function of Exposure Speed
journal, January 2015
- Drexler, Maximilian; Lexow, Matthias; Drummer, Dietmar
- Physics Procedia, Vol. 78
Optimum sintering region for laser sintered nylon-12
journal, October 2011
- Vasquez, M.; Haworth, B.; Hopkinson, N.
- Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, Vol. 225, Issue 12
Effects of processing on microstructure and properties of SLS Nylon 12
journal, November 2006
- Zarringhalam, H.; Hopkinson, N.; Kamperman, N. F.
- Materials Science and Engineering: A, Vol. 435-436
Principles of viscous sintering in amorphous powders: A critical review
journal, September 2017
- Kamyabi, Mohammadmahdi; Sotudeh-Gharebagh, Rahmat; Zarghami, Reza
- Chemical Engineering Research and Design, Vol. 125
Growth of adhesive contacts for Maxwell viscoelastic spheres
journal, January 1998
- Jagota, A.; Argento, C.; Mazur, S.
- Journal of Applied Physics, Vol. 83, Issue 1
Degree of particle melt in Nylon‐12 selective laser‐sintered parts
journal, March 2009
- Zarringhalam, Hadi; Majewski, Candice; Hopkinson, Neil
- Rapid Prototyping Journal, Vol. 15, Issue 2
Modelling of sintering during rotational moulding of the thermoplastic polymers
journal, April 2015
- Hamidi, A.; Farzaneh, S.; Nony, F.
- International Journal of Material Forming, Vol. 9, Issue 4
Prediction and Sensitivity Analysis of Bubble Dissolution Time in 3D Selective Laser Sintering Using Ensemble Decision Trees
journal, May 2019
- Ly, Hai-Bang; Monteiro, Eric; Le, Tien-Thinh
- Materials, Vol. 12, Issue 9
Methods for quantifying the stable sintering region in laser sintered polyamide-12
journal, November 2012
- Vasquez, M.; Haworth, B.; Hopkinson, N.
- Polymer Engineering & Science, Vol. 53, Issue 6
Modification of Frenkel's model for sintering
journal, December 1997
- Pokluda, Ondřej; Bellehumeur, Céline T.; Vlachopoulos, John
- AIChE Journal, Vol. 43, Issue 12
Discrete element simulation and experimental study of powder spreading process in additive manufacturing
journal, January 2017
- Haeri, S.; Wang, Y.; Ghita, O.
- Powder Technology, Vol. 306
Crystallization Kinetics of Polyamide 12 during Selective Laser Sintering
journal, February 2018
- Zhao, Meng; Wudy, Katrin; Drummer, Dietmar
- Polymers, Vol. 10, Issue 2, 168
Process of selective laser sintering of polymer powders: Modeling, simulation, and validation
journal, November 2018
- Mokrane, Aoulaiche; Boutaous, M'hamed; Xin, Shihe
- Comptes Rendus Mécanique, Vol. 346, Issue 11
Extensional Rheology and Processing of Polymeric Materials
journal, November 2018
- Münstedt, H.
- International Polymer Processing, Vol. 33, Issue 5
Selective laser beam melting of polymers: In situ and offline measurements for process adapted thermal characterization
journal, January 2018
- Wudy, Katrin; Greiner, Sandra; Zhao, Meng
- Procedia CIRP, Vol. 74
A review of the process physics and material screening methods for polymer powder bed fusion additive manufacturing
journal, June 2019
- Chatham, Camden A.; Long, Timothy E.; Williams, Christopher B.
- Progress in Polymer Science, Vol. 93
Crystallization kinetics during polymer processing—Analysis of available approaches for process modeling
journal, May 1991
- Patel, Rajen M.; Spruiell, Joseph E.
- Polymer Engineering and Science, Vol. 31, Issue 10
Dependence of mechanical properties of polyamide components on build parameters in the SLS process
journal, February 2007
- Caulfield, B.; McHugh, P. E.; Lohfeld, S.
- Journal of Materials Processing Technology, Vol. 182, Issue 1-3
Viscous Sintering of a Bimodal Pore-Size Distribution
journal, November 1984
- Scherer, George W.
- Journal of the American Ceramic Society, Vol. 67, Issue 11
The mechanisms of ‘neck-like’ deformation in high-speed melt spinning. 2. Effects of polymer crystallization
journal, January 1988
- Ziabicki, Andrzej
- Journal of Non-Newtonian Fluid Mechanics, Vol. 30, Issue 2-3
Effects of particle elongation on the binary coalescence dynamics of powder grains for Laser Sintering applications
journal, March 2020
- Haeri, S.; Benedetti, L.; Ghita, O.
- Powder Technology, Vol. 363
On the influence of inter-layer time and energy density on selected critical-to-quality properties of PA12 parts produced via laser sintering
journal, August 2017
- Pavan, M.; Faes, M.; Strobbe, D.
- Polymer Testing, Vol. 61
Powder bed fusion of poly(phenylene sulfide) at bed temperatures significantly below melting
journal, August 2019
- Chatham, Camden A.; Long, Timothy E.; Williams, Christopher B.
- Additive Manufacturing, Vol. 28
On the factors affecting porosity dissolution in selective laser sintering process
conference, January 2018
- Ly, H. -B.; Monteiro, E.; Dal, M.
- PROCEEDINGS OF THE 21ST INTERNATIONAL ESAFORM CONFERENCE ON MATERIAL FORMING: ESAFORM 2018, AIP Conference Proceedings
Microstructural origin of physical and mechanical properties of polyamide 12 processed by laser sintering
journal, September 2012
- Dupin, Stéphane; Lame, Olivier; Barrès, Claire
- European Polymer Journal, Vol. 48, Issue 9
The effects and interactions of fabrication parameters on the properties of selective laser sintered hydroxyapatite polyamide composite biomaterials
journal, January 2012
- Savalani, M. M.; Hao, L.; Dickens, P. M.
- Rapid Prototyping Journal, Vol. 18, Issue 1
Characterization and Analysis of Polyetherimide: Realizing Practical Challenges of Modeling the Extrusion-Based Additive Manufacturing Process
book, June 2019
- Gilmer, Eric L.; Mansfield, Craig; Gardner, John M.
- Polymer-Based Additive Manufacturing: Recent Developments
The effect of process conditions on mechanical properties of laser‐sintered nylon
journal, October 2011
- Starr, Thomas L.; Gornet, Timothy J.; Usher, John S.
- Rapid Prototyping Journal, Vol. 17, Issue 6
Shear viscosity measurements on Polyamide‐12 polymers for laser sintering
journal, January 2013
- Haworth, Barry; Hopkinson, Neil; Hitt, David
- Rapid Prototyping Journal, Vol. 19, Issue 1
Characterization of critical gel state of polyamides by viscoelastic, thermal, and IR measurements
journal, March 2019
- Hirayama, Takaya; Uneyama, Takashi; Masubuchi, Yuichi
- Rheologica Acta, Vol. 58, Issue 5