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


            has been found to achieve high packing density in other   addition, as shown in Figure 9A, gas flow lines are seen
            reported studies. Bai  et al. demonstrated that although   in only one of the samples, indicating that the possible
            higher sintered density was always achieved in bimodal   impact sample position might have on result variability.
            distributions, different mixing ratios (1:3 – 1:6) would   The truncated data contain samples only sintered at the
            result in different values .                       same time, resulting in much lower standard deviations, as
                               [30]
              As observed in  Figure  6, a clear trend of decrease in   shown in Table S1 (in Supplementary File). This is believed
            density with an increase in particle size within unimodal   to be a further evidence that the higher density seen with
            groups can be observed. Similar results have been reported   the 40 µm cylinders might be caused by the higher amount
            in the literature in other metals and ceramics [2,35-37] . Finer   of surface oxides. After performing data analysis on all
            particles are known to enhance the sintering process due to   sintered density values, the results showed no statistical
            the  initial  necking  when  compared  with  coarser  particles.   difference between the 40  µm and any other unimodal
            In addition, the increase in surface energy and contact area   groups. In summary, the bimodal groups have a higher
            associated with finer particles favors sinterability due to a   density when compared to the unimodal groups.
            higher particle bonding rate. In this study, density decreased   In general, a higher density results in higher mechanical
            with an increasing particle size up until the 40 µm group,   strength because of the detrimental impact of porosity during
            where a slight increase in density was observed. We attribute   mechanical loading. Jost et al. also found that the ductility and
            this possible outlier to variations in sintering conditions   strain at ultimate tensile strength for SS316L manufactured
            associated with non-uniform inert atmospheres at the tail   through powder bed fusion method were negatively impacted
            ends of the tube furnace (Figure 9A). Temperature data were   by porosity . Our results presented in Figure 8 agree with
                                                                        [40]
            tracked and gathered during each of the sinter runs, which   the claim that higher density (found in bimodal groups)
            indicated that an identical heating profile was followed for   corresponds to higher UFS. As previously mentioned, the
            all samples. It has been reported that the density of SS316L   40 µm group saw a slight deviation from the observed density
            metal injection molding parts was impacted by different   trend within the unimodal group. Conclusions about this
            gas atmospheres as well as other sintering factors . Other   phenomenon rely on the possibility of surface porosity or
                                                   [38]
            papers have discussed the effects of the sintering atmosphere   open porosity present with that group. Because the sintered
            on SS316L . As tube furnaces only have a relatively small   density was  calculated using  physical measurements, the
                    [39]
            hot zone, any minor differences in the precise placement of   bulk volume (including open and closed pores) was used.
            the samples in the alumina crucible could have caused this   Future investigations should rely on more advanced sintered
            observation. Future studies will include real-time monitoring   density measurements, such as the Archimedes method or He
            of gas flow rate and development of a jig to precisely repeat   pycnometry, for more precise measurement.
            the placement of sintering samples within the crucible.
                                                                 The  surface  porosity  might  have  resulted  in  higher
              During the sintering stage of a binder jetting process,   calculated  density but  lower strength. Reports  of
            off-gassing takes place as the binder is evaporated from   surface defects and roughness’s impact on mechanical
            the part (debinding). A  higher gas flow rate might be   performance are highlighted  in Masuo  et al.’s work .
                                                                                                           [41]
            beneficial for uniformly carrying these chemicals out of   Overall, no statistical difference was found between
            the furnace chamber and away from the part. As shown   unimodal groups. The increase in UFS of bimodal particle
            in Figure 9, the differences between sintered runs of the   size group when compared to unimodal groups is highly
            same particle group have different colorations, indicating   statically significant. Mechanical values presented with
            a slight difference in the gas atmosphere or flow rate. In   this work can be compared with a literature investigation
            A                                                  where Shrestha et al. reported a maximum UFS of 90.10
                                                               MPa using binder jetting SS316L with similar sintering
                                                               profile with only unimodal distributions.
                                                                 Finally,  the  relative  density  (density  calculated/
                                                               theoretical density) was low (the highest sintered density
            B                                                  achieved  was  around  72%)  when  compared  to  densities
                                                               achieved by other studies. Based on the literature reports,
                                                               sintered density in binder jetting has in some cases reached
                                                               around 95% depending on the specific material and the
                                                               process parameters used. A reduction in density may be a
            Figure 9. Different sinter runs for the same particle size group. *Top right   consequence of insufficient sintering conditions, such as
            bar corresponds to a different group.              low sintered temperatures used and possible part expansion


            Volume 1 Issue 3 (2022)                         8                      https://doi.org/10.18063/msam.v1i3.20
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