TY - JOUR
T1 - Understanding the structure and dynamics of local powder packing density variations in metal additive manufacturing using set Voronoi analysis
AU - Phua, Arden
AU - Smith, Joshua
AU - Davies, Chris H.J.
AU - Cook, Peter S.
AU - Delaney, Gary W.
N1 - Funding Information:
This research was supported by an Australian Government Research Training Program (RTP) Scholarship. The authors would also like to acknowledge the financial support from the CSIRO Active Integrated Matter Future Science Platform (AIM-FSP).
Publisher Copyright:
© 2023
PY - 2023/3/15
Y1 - 2023/3/15
N2 - In powder bed fusion (PBF), the global packing density is an important property used to quantify the bulk behaviour of the powder. However, packing density can be highly non-uniform across the PBF system. In some cases global packing density is even ill-defined, such as in the case of spread powder layers which are typically only 1–2 particles thick and packed across a complex surface. However, an accurate calculation of the local packing density down to the resolution of individual particles can allow us to go beyond bulk descriptions and spatially quantify local powder packing density variations. In this paper, we present Set Voronoi tessellation as a precise method for calculating the local packing fraction of non-spherical particles across arbitrary boundaries. Using the Discrete Element Method (DEM) for a calibrated Ti-6Al-4 V powder model, we study the local packing variation in three critical sections of the PBF system. First, we analyse a discharging Hall flowmeter, a common apparatus used to benchmark the flowability of PBF feedstock. Second, we analyse the powder spreading process to understand how particle densities and velocities influence deposition. Lastly, we analyse the local packing variation across a realistic AM powder layer to demonstrate how layers can be digitally qualified to inform subsequent laser melting. Our work provides a novel technique to study the variations in the local packing structure of powders in dynamic PBF systems and to understand the mechanisms through which key process parameters influence final part quality.
AB - In powder bed fusion (PBF), the global packing density is an important property used to quantify the bulk behaviour of the powder. However, packing density can be highly non-uniform across the PBF system. In some cases global packing density is even ill-defined, such as in the case of spread powder layers which are typically only 1–2 particles thick and packed across a complex surface. However, an accurate calculation of the local packing density down to the resolution of individual particles can allow us to go beyond bulk descriptions and spatially quantify local powder packing density variations. In this paper, we present Set Voronoi tessellation as a precise method for calculating the local packing fraction of non-spherical particles across arbitrary boundaries. Using the Discrete Element Method (DEM) for a calibrated Ti-6Al-4 V powder model, we study the local packing variation in three critical sections of the PBF system. First, we analyse a discharging Hall flowmeter, a common apparatus used to benchmark the flowability of PBF feedstock. Second, we analyse the powder spreading process to understand how particle densities and velocities influence deposition. Lastly, we analyse the local packing variation across a realistic AM powder layer to demonstrate how layers can be digitally qualified to inform subsequent laser melting. Our work provides a novel technique to study the variations in the local packing structure of powders in dynamic PBF systems and to understand the mechanisms through which key process parameters influence final part quality.
KW - Additive manufacturing
KW - Discrete element method
KW - Local packing density
KW - Particle dynamics
KW - Powder recoating
KW - Set Voronoi diagrams
UR - http://www.scopus.com/inward/record.url?scp=85147547663&partnerID=8YFLogxK
U2 - 10.1016/j.powtec.2023.118272
DO - 10.1016/j.powtec.2023.118272
M3 - Article
AN - SCOPUS:85147547663
SN - 0032-5910
VL - 418
JO - Powder Technology
JF - Powder Technology
M1 - 118272
ER -