Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Optimization of stochastic feature properties in laser powder bed fusion

Journal Article · · Additive Manufacturing
 [1];  [1];  [1];  [1];  [1];  [1];  [2]
  1. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  2. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States); Univ. of Tennessee, Knoxville, TN (United States)
Process parameter selection in laser powder bed fusion (LPBF) controls the as-printed dimensional tolerances, pore formation, surface quality and microstructure of printed metallic structures. Measuring the stochastic mechanical performance for a wide range of process parameters is cumbersome both in time and cost. As such, in this study, we overcome these hurdles by using high-throughput tensile (HTT) testing of over 250 dogbone samples to examine process-driven performance of strut-like small features, ~1 mm2 in austenitic stainless steel (316 L). The output mechanical properties, porosity, surface roughness and dimensional accuracy were mapped across the printable range of laser powers and scan speeds using a continuous wave laser LPBF machine. Tradeoffs between ductility and strength are shown across the process space and their implications are discussed. While volumetric energy density deposited onto a substrate to create a melt-pool can be a useful metric for determining bulk properties, it was not found to directly correlate with output small feature performance.
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:
1877116
Alternate ID(s):
OSTI ID: 1962111
Report Number(s):
SAND2022-8155J; 707363
Journal Information:
Additive Manufacturing, Journal Name: Additive Manufacturing Vol. 56; ISSN 2214-8604
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (24)

Density of additively-manufactured, 316L SS parts using laser powder-bed fusion at powers up to 400 W journal May 2014
Investigation into the effect of process parameters on microstructural and physical properties of 316L stainless steel parts by selective laser melting journal September 2014
The effect of primary processing parameters on surface roughness in laser powder bed additive manufacturing journal May 2019
A modified volumetric energy density–based approach for porosity assessment in additive manufacturing process design journal August 2020
Process-Defect-Structure-Property Correlations During Laser Powder Bed Fusion of Alloy 718: Role of In Situ and Ex Situ Characterizations journal August 2018
Normalised model-based processing diagrams for additive layer manufacture of engineering alloys journal April 2016
In situ absorptivity measurements of metallic powders during laser powder-bed fusion additive manufacturing journal December 2017
Observation of keyhole-mode laser melting in laser powder-bed fusion additive manufacturing journal December 2014
High-throughput stochastic tensile performance of additively manufactured stainless steel journal March 2017
Effect of process parameters on the microstructure, tensile strength and productivity of 316L parts produced by laser powder bed fusion journal January 2020
On the limitations of Volumetric Energy Density as a design parameter for Selective Laser Melting journal January 2017
Effect of scanning speed on the microstructure and mechanical behavior of 316L stainless steel fabricated by selective laser melting journal January 2020
Strong feature size dependence of tensile properties and its microstructural origin in selectively laser melted 316L stainless steel journal September 2020
Microstructure and mechanical properties of stainless steel 316L vertical struts manufactured by laser powder bed fusion process journal October 2018
Automated high-throughput tensile testing reveals stochastic process parameter sensitivity journal January 2020
High-throughput experimentation for microstructural design in additively manufactured 316L stainless steel journal August 2020
Process and feedstock driven microstructure for laser powder bed fusion of 316L stainless steel journal March 2022
Selective laser melting technology: From the single laser melted track stability to 3D parts of complex shape journal January 2010
Quantitative characterization of porosity in laser welds of stainless steel journal November 2012
Simultaneously enhanced strength and ductility for 3D-printed stainless steel 316L by selective laser melting journal April 2018
Laser powder bed fusion additive manufacturing of metals; physics, computational, and materials challenges journal December 2015
A new look at the statistical model identification journal December 1974
Power–Velocity Process Design Charts for Powder Bed Additive Manufacturing journal August 2017
Multimodel Inference: Understanding AIC and BIC in Model Selection journal November 2004