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Engineering Science in
            Additive Manufacturing                                          Multi-material additive manufacturing of metals



            approach, Wei et al.  simulated the MMAM of SS316L/W   the series arrangement due to its stress–strain plateau,
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            bimetallic structures using MM-LPBF, treating the bottom   reduced fracture, and consistent plastic deformation. FEM
            layer material as a substrate (Figure 16E). At the SS316L/W   successfully predicted this behavior. Similarly, Zhang  et
            interface (top of Figure 16C), good wettability with the W   al.  investigated a Ti-6AL-4V/CuA/Al-Cu-Mg MMAM
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            substrate was observed, and the cross-sectional melt pool   gyroid lattice structure (Figure  17B) fabricated using
            view (right-hand side) indicated that W did not melt and   MM-LPBF. FEM analysis of a unit cell showed that the
            no elemental mixing occurred. However, at the W/SS316L   highest levels of equivalent stress and strain occurred at
            interface (bottom of  Figure 16E), the SS316L appeared   the center of the inclined struts, indicating shear fracture.
            on top of W rather than beneath it. This was attributed to   Due to the differences in strength and stiffness between the
            high energy density resulting in keyhole mode melting,   Al-rich and Ti-rich regions, the upper portion of the lattice
            as seen in the bottom right-hand side of Figure 16E. The   deformed prior to the lower portion.
            application of excess heat is due to significant differences   Likewise, FEA-based compression testing on a
            in thermal properties between SS316L and W. In a similar   P21/SS316L bimetallic cylindrical structure fabricated
            approach using CFD–DEM based methods, Wimmer       using MM-LDED revealed significant stress and strain
            et al.  conducted a numerical simulation of melt   accumulation during the test (Figure  17C). Stress
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            pool dimensions in SS/Al and compared the results to   concentration occurred around the circumference of
            experimental data (Figure 16F), utilizing a meshless SPH   the P21 region as  ∆h percentage increased, while strain
            method.                                            primarily accumulated on the SS316L side.  Throughout
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            5.2. Mechanical behavior computational analysis    the test, it was observed that the softer material absorbed
                                                               a larger portion of the strain, whereas the harder material
            Finite element modeling (FEM) of MMAM structures is   bore the majority of the stress. This behavior is clearly
            crucial for predicting the mechanical behavior of complex   depicted in the color intensity gradients in Figure 17A-C. It
            designs, thereby supporting the optimization of material   should be noted that due to limitations in software flexibility
            distribution. Recent  studies  have  applied  and advanced   and adaptability for AM structures—including bimetallic
            various modeling software tools to address the structural or   systems—models typically assume smooth surfaces (i.e.,
            thermal qualification of designs using FEM. The presence   neglecting surface roughness), the absence of defects or
            of dissimilar materials with contrasting mechanical and   porosity, and ideal, crack-free interfaces. As a result, FEA
            thermal properties introduces complex residual stresses,   results often exhibit notable discrepancies when compared
            especially near the interface. FEM enables detailed   with  experimental  data.  Griffis  et al.   performed  site-
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            analysis of elastic and plastic deformation, residual stress   specific MM structural FEM using local material properties
            accumulation, interfacial stress distribution, and potential   in the MM-LPBF bimetallic fusion zone, modeling the
            failure mechanisms under various loading conditions. This   interfacial region as an effective third material. Their FEA
            modeling approach provides insights into the structural   method was used to inform a localized redesign of the
            reliability of MM structures and is essential for identifying   fusion zone geometry to interlock material regions and
            stress concentration zones and guiding design strategies   improve the global pull-apart strength of the interface.
            to mitigate defects such as warping, delamination, and   Few studies have applied MM structural modeling
            cracking. While most of these studies have been validated   from a computational topology optimization design
            using multi-polymeric structures, 201,202  due to the relative   perspective. Giraldo-Londona et al.  developed a multi-
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            ease of fabrication compared to metallic structures,   objective algorithm for the joint design of MM structures,
            only a few have shown the capability of modeling and   considering both structural and thermal load cases.
            verifying metallic MMAM structures. McDonnell et al.    For comprehensive reviews on multiobjective topology
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            and Zhang  et al.  fabricated MMAM lattice structures   optimization in MMAM component design, readers are
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            using SS316L/17-PH and Ti-6Al-4V/CuA/Al-Cu-Mg,     referred to Zhang et al.  and Sanders et al.,  who provide
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            respectively. McDonell  et al.  constructed a bimetallic   detailed theoretical insights into the development of MM
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            lattice structure composed of BCC and octet truss   topology optimization algorithms.
            architectures using MM-LPBF, with horizontal and vertical
            material separations (Figure  17A). It was observed that   6. Discussion and future direction
            the  deformation  behavior  and stress–strain  response of
            the bimetallic lattice—featuring a combination of ductile   6.1. Feedstock recyclability and build material cross-
            and  brittle  metals—varied  with  lattice  arrangement.   contamination
            The parallel bimetallic lattice structure demonstrated   Post-processing and recycling procedures for parts
            superior energy-absorption performance compared to   produced  via  metal  AM  using  powder  feedstock  present


            Volume 1 Issue 2 (2025)                         29                         doi: 10.36922/ESAM025180010
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