DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: 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 » the plateau occurs at the onset of closed pore morphology is supported.« less

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}
}

Works referenced in this record:

Laser sintering of polyamides and other polymers
journal, February 2012


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
  • DOI: 10.1108/RPJ-01-2017-0013

Coalescence of liquid drops
journal, December 1999


The role of viscoelasticity in polymer sintering
journal, June 1998

  • Bellehumeur, C. T.; Kontopoulou, Marianne; Vlachopoulos, J.
  • Rheologica Acta, Vol. 37, Issue 3
  • DOI: 10.1007/s003970050114

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
  • DOI: 10.1002/pen.10617

The role of transient rheology in polymeric sintering
journal, September 2005


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
  • DOI: 10.1021/bk-2019-1315.ch002

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
  • DOI: 10.1108/RPJ-04-2016-0060

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
  • DOI: 10.1002/pen.11505

Evaluation of particle coalescence and its implications in laser sintering
journal, January 2019


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
  • DOI: 10.1006/jcis.2001.7470

Density prediction of crystalline polymer sintered parts at various powder bed temperatures
journal, August 2001


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
  • DOI: 10.1063/1.5035005

Selective Laser Melting of Polymer Powder – Part Mechanics as Function of Exposure Speed
journal, January 2015


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
  • DOI: 10.1177/0954405411414994

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
  • DOI: 10.1016/j.msea.2006.07.084

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
  • DOI: 10.1016/j.cherd.2017.06.009

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
  • DOI: 10.1063/1.366679

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
  • DOI: 10.1108/13552540910943423

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
  • DOI: 10.1007/s12289-015-1239-6

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
  • DOI: 10.3390/ma12091544

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
  • DOI: 10.1002/pen.23386

Modification of Frenkel's model for sintering
journal, December 1997

  • Pokluda, Ondřej; Bellehumeur, Céline T.; Vlachopoulos, John
  • AIChE Journal, Vol. 43, Issue 12
  • DOI: 10.1002/aic.690431213

Discrete element simulation and experimental study of powder spreading process in additive manufacturing
journal, January 2017


Crystallization Kinetics of Polyamide 12 during Selective Laser Sintering
journal, February 2018


Process of selective laser sintering of polymer powders: Modeling, simulation, and validation
journal, November 2018


Extensional Rheology and Processing of Polymeric Materials
journal, November 2018

  • Münstedt, H.
  • International Polymer Processing, Vol. 33, Issue 5
  • DOI: 10.3139/217.3532

A review of the process physics and material screening methods for polymer powder bed fusion additive manufacturing
journal, June 2019


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
  • DOI: 10.1002/pen.760311008

Dependence of mechanical properties of polyamide components on build parameters in the SLS process
journal, February 2007


Viscous Sintering of a Bimodal Pore-Size Distribution
journal, November 1984


The mechanisms of ‘neck-like’ deformation in high-speed melt spinning. 2. Effects of polymer crystallization
journal, January 1988


Powder bed fusion of poly(phenylene sulfide) at bed temperatures significantly below melting
journal, August 2019


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
  • DOI: 10.1063/1.5034982

Microstructural origin of physical and mechanical properties of polyamide 12 processed by laser sintering
journal, September 2012


The effects and interactions of fabrication parameters on the properties of selective laser sintered hydroxyapatite polyamide composite biomaterials
journal, January 2012


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
  • DOI: 10.1021/bk-2019-1315.ch005

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
  • DOI: 10.1108/13552541111184143

Shear viscosity measurements on Polyamide‐12 polymers for laser sintering
journal, January 2013


Characterization of critical gel state of polyamides by viscoelastic, thermal, and IR measurements
journal, March 2019