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Materials Science in Additive Manufacturing                     Increasing density and strength in binder jetting


            processing. Section 3  describes the  characterization and   for bimodal mixtures with a corresponding weight ratio
            evaluation techniques employed in this study. Sections 4   of 27:73 which was evaluated to increase powder packing
            and 5 detail the results obtained in this study and discuss   density  by mixing for 2 h in a heavy-duty shaker mixer
                                                                     [30]
            their implications, respectively. Finally, Section 6 highlights   (Turbula-WAB Group, CH).  Figure  1B displays powder
            the major findings and directions for future research.  morphology obtained at 0.8 µm per pixel, showing high
                                                               sphericity in the SS316L stainless steel powder used in this
            2. Experimental methods                            work. Some surface defects and satellites were observed as
            2.1. Material selection                            well, which could be beneficial for powder flowability.
            Nitrogen gas atomized (SS316L) 316L stainless steel powder   2.3. Part fabrication and printing parameters
            with similar chemical compositions were obtained from
            two powder manufacturers, Sandvik (Stockholm, SE) and   An ExOne (North Huntingdon, PA) Innovent + binder
            Carpenter Additive (Philadelphia, USA). Batch sampling   jetting machine with 30  µm print resolution was used
            was conducted using ELEMENTRAC ONH-p 2 and         for the fabrication of all parts. BA005 aqueous-based
            ELEMENTRAC CS-I (ELTRA, USA) for total C, S, O, N,   binder (supplied by ExOne) was deposited which uses
            and H content. The O%, N%, and H% content were extracted   polyvinylpyrrolidone (PVP) polymer as a bonding
            through inert gas fusion technique, while combustion was   agent. A  total of six builds were printed corresponding
            used for C% and S% concentration (Table 1).        to each powder size group. To evaluate and compare the
                                                               mechanical strength of the unimodal and the bimodal
            2.2. Powder characterization                       distributions used, 31.7 mm × 12.7 mm × 6.35 mm bars
            To evaluate the impact of powder size distribution, six   were fabricated as per the ASTM B528-99 standard.
            powder size groups were prepared using a vibratory sieve   To evaluate the sintered density in the fabricated parts
            (Retsch AS 200 Control, Haan DE), as shown in Table 2 for   (unimodal vs. bimodal), 7 mm (D) × 20 mm (L) cylinders
            four unimodal and two bimodal distributions.       were printed, as shown in Figure 2.
              Using dynamic image analysis (DIA) technique       To isolate the effects of build layout and orientation, a
            through Microtrac MRB-CAMSIZER X2 equipment        total of five bars and four cylinders were printed per build
            (Newtown, PA), particle size distribution and morphology   and placed in different locations. The bars were fabricated
            were measured following the ISO 13322-2 standard . As   perpendicular to the load direction within the build
                                                     [29]
            shown in Figure 1A, median particle size (D50) values for   platform, as shown in Figure 3.
            unimodal groups are around 12 µm, 22 µm, 31 µm, and   Several studies have noted that process-related parameters
            36 µm for Groups 1, 2, 3, and 4, respectively. Groups 5 and   affect part density and mechanical performance [24,31] . Table 3
            6 consist of bimodal particle size distributions, which is a   provides an overview of the process parameters that were
            combination of coarse and fine particles. Based on literature   utilized for the fabrication of all SS316L samples in this
            work, a coarse fine particle size ratio of 1:3 – 1:4 is ideal   study. Layer thickness varied slightly across groups, as
                                                               this is a variable directly related to the powder size. It is
            Table 1. Chemical composition of as sourced SS316L   recommended that the thickness of the layers should be
            powders                                            around  3  times  the  particle  diameter for higher  packing
                                                               density and a smooth surface finish . Another parameter
                                                                                           [32]
             Powder manufacturer  C%  S%  O%  N%   H (ppm)     that  slightly varied  across  groups was the recoat speed,
            Carpenter Additive  0.014  0.005  0.040  0.090  5.490  which is the speed at which the hopper traverses the build
            Sandvik Osprey    0.013  0.004  0.149  0.145  16.720  while dispensing powder . It can be observed that a lower
                                                                                  [33]
                                                               speed (mm/s) was utilized for finer particles because of
            Table 2. Powder size groups (μm)                   the difficulty in powder dispensing due to clumping and
                                                               agglomeration. In addition, bed drying time, which is the
                             Groups        D10   D50  D90      time the heat lamp takes to pass over the deposited binder
            Unimodal distribution  10 µm   5.3   12.5  22.6    for drying, was adjusted between groups due to differences
                             20 µm         16.3  22.1  29.8    in particle sizes. Observations of part bleeding and layer
                             30 µm         22.1  31.3  41.8    delamination guided the selection of bed drying time.
                             40 µm         25.7  36.4  48.3    2.4. Post-processing
            Bimodal distribution  30 (73%)+10 µm  10.6  26.8  39.0  Following  green part  fabrication, all samples  were
                             40 (73%)+10 µm  10.7  32.7  47.4  cured  in  an  oven  at  200°C  for  5  h,  followed  by  manual


            Volume 1 Issue 3 (2022)                         3                      https://doi.org/10.18063/msam.v1i3.20
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