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Materials Science in Additive Manufacturing                    Bi-modal powder spreading behavior of ceramics



            typically benefit from  gas  atomization  or controlled   on the powder bed, the apparent and tap densities were
            synthesis methods that yield uniform, spherical particles,   also measured at 120°C. These values were then used to
            thereby enhancing flowability and promoting greater   compute the Hausner ratio (H) and Carr’s index (C) as
            uniformity in powder bed formation. 50,51  Although   detailed in Equations I and II:
            prior studies have established links between powder and   V
            process parameters and the resulting packing or part   H =  apparent                           (I)
            density in other material systems, 52-57  a comprehensive   V tap
            understanding of how spreading dynamics and feedstock
            characteristics interact to produce spatial variation in   ρ  − ρ
            ceramic BJT remains lacking. This study addresses this gap   C =  tap  apparent                (II)
            by experimentally investigating the relationship between     ρ tap
            powder bed structure, segregation behavior, and resulting   Furthermore, the angle of repose was measured using a
            part density in bimodal ceramic systems.           Hall Flowmeter funnel set up (Qualtech Products Industry,
              This study presents an integrated numerical and   United States) for both the room-temperature powder and
            experimental investigation of powder spreading     the heated powder. In addition, to understand the effect
            behavior in BJT of bimodal alumina ceramics. This is the   of the moisture in powder, a loss on ignition test was
            first work to spatially resolve variations in powder size   performed, where the powder was heated to 160°C for
            distribution and packing density across the powder bed,   5 min, and the loss in weight was recorded. 62
            revealing a consistent preferential deposition of finer   2.2. Simulation setup
            particles at the leading edge of the spreading direction.
            We hypothesize that this phenomenon is driven by   From the PSD analysis, 5  µm and 20  µm powders
            the reduced flowability of fine particles, attributed to   were selected for generating the bimodal powder to
            stronger  inter-particle cohesive forces,  which leads to   establish a bimodal powder with a fine and coarse
            their early settlement and promotes differential powder   powder. These powder sizes have been used in previous
            packing. In addition, the flowability of the powders was   studies to create a bimodal powder. 61,63  While forming
            analyzed, and laser diffraction analysis was employed to   bimodal powder, the combination of fine powder with
            quantify segregation in unimodal and bimodal powders.   coarse powder allows for better flowability from the
            The impact of these spatial powder characteristics was   coarse powder and higher packing density, resulting
            further assessed by correlating local bed packing density   in denser and stronger parts from the fine powder. An
                                                                                                3
            with the resulting relative density of printed parts.   analytical model developed by Du et al.  was employed
            These findings offer new insights into the directional   to  determine  the  optimal  mixing  ratios  for  achieving
            inhomogeneities  introduced  by  powder  spreading  and   higher packing density, given the known particle sizes.
            underscore the need to consider spatial powder behavior   For a system containing two particle sizes, where D  is
                                                                                                           1
            in ceramic BJT processes.                          the diameter of the larger particles and D  is that of the
                                                                                                  2
                                                               smaller ones, the corresponding relationship is given by
            2. Materials and methods                           Equation III:
            2.1. Powder characterization                         φ = min (φ , φ )                         (III)
                                                                          1
                                                                             2
            Four different alumina (Al O ) powders were obtained   Here φ is the packing density for the bimodal mixture
                                  2
                                     3
            from Denka (Denka Chemicals GmbH, Japan) with 99%   and is determined based on the packing density of the
            purity and size D(50) powder size distribution of 1 µm,   larger powder φ and smaller powder φ in the mixture.
                                                                            1
                                                                                                2
            5 µm, 10 µm, and 20 µm. The 1 µm and 5 µm powders are   These individual  packing densities  are  functions of
            considered fine powders, whereas the 10 µm and 20 µm   several parameters, including ∂ (the separate packing
            powders are considered coarse powders. These powders   density), F (volumetric fraction), τ  (loosening effect),
                                                                                            1,2
            fall within the usual powder size distribution used in   and ϵ  (wall effect) corresponding to each particle size
                                                                   1,2
            the BJT. 58-61  The powders were analyzed with a Malvern   fraction. The effects of particle interactions, specifically
            Mastersizer 3,000 particle analyzer (Malvern Panalytical,   the loosening effect (τ ) and the wall effect (ϵ ), are
                                                                                                       1,2
                                                                                  1,2
            United  Kingdom).  The  apparent  (ρ apparent )  density  and   quantified using the following expressions as described
                                                                 64
            tap (ρ ) density of the powders were measured using   in  in Equations IV and V:
                 tap
            a graduated glass cylinder with a resolution of 0.1  mL        D   2  04 . D    D   37.
            and a digital weight scale with a resolution of 0.001  g.    12,  =−  1−  2   −  2   1−  2    (IV)
                                                                      1 
            To understand the potential influence of residual heat         D 1    D 1   D 1 
            Volume 4 Issue 2 (2025)                         3                          doi: 10.36922/MSAM02510016
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