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Materials Science in Additive Manufacturing                        Validation of a novel ML model for AM-PSP



            involves two pistons: one for supplying metal powder using   bed” L-PBF processes, only the build platform is preheated
            a recoater to create the powder layer, and the other to hold   (typically 75 – 200°C). Due to the rapid heating and high
            the fabricated parts. The chamber is filled with inert gas,   cooling rate, residual stresses are inherently developed.
            such as argon for reactive materials or nitrogen for non-  Stress relief heat treatment is often required before the final
            reactive materials. In addition, a flow of inert gas passes   part is deployed in service. Table 1 shows the characteristic
            over the powder layer to protect the part from oxidation,   features of both PBF systems: L-PBF and EB-PBF processes.
            remove spatter, and clear metal fumes generated along the   When  compared  to  the  EB-PBF  process,  L-PBF
            laser path.
                                                               processes have a lower build rate and scanning speed due
              The main process parameters are the power of the laser   to the electro-mechanical components involved in laser
            source, scan speed, focus offset, hatch distance, and layer   control. However, L-PBF offers better surface finish, higher
            thickness. At present, available L-PBF systems often use   accuracy,  lower  machine  cost,  and  availability  of  larger
            fiber lasers with 200 W to 1 kW peak power to selectively   build volumes.
            fuse the powder bed layer. The typical layer thickness value
            ranges between 20 and 100 μm depending on the material   1.2. Directed energy deposition metal AM methods
            size distribution. Unlike the EB-PBF process, in “cold-  Directed energy deposition (DED) is another layer-by-layer
                                                               manufacturing technique to build metallic and functional
                                                               components. In contrast to PBF processes, where a power source
                                                               is used to melt a layer in the powder bed selectively, DED systems
                                                               involve a powder or wire feeding system that delivers material to
                                                               the melt pool created by the power source (like welding). In this
                                                               process, a melt pool is formed on the surface of the substrate
                                                               or previously deposited layer by using a high-energy power
                                                               source such as a laser beam, electron beam, or plasma arc. Using
                                                               numeric control (NC), the powder or wire is fed into the melt
                                                               pool along with synchronized motion stage control. A single
                                                               or multiple nozzle deposition heads can be used to deliver the
                                                               powder or wire. Like other AM processes, the toolpath for each
                                                               layer is generated by user-defined process parameters and a
                                                               sliced 3D CAD model. Several equipment manufacturers also
                                                               have their equipment labeled as DED processes, such as laser
                                                               cladding  (LC),  direct  metal  deposition  (DMD),  direct  light
                                                               fabrication (DLF), laser direct casting (LDC), laser forming
                                                               (Lasform), shape deposition manufacturing (SDM), laser
                                                               Table 1. Characteristic features of L‑PBF and EB‑PBF [14,15]
            Figure 2. Electron beam-powder bed fusion.
                                                               AM processing           L‑PBF       EB‑PBF
                                                               Power source          Fiber lasers  Tungsten
                                                                                                  cathode-based
                                                                                                high-power electron
                                                                                                    beam
                                                               Build chamber environment  Argon or nitrogen  Vacuum
                                                               Preheating method   Platform heating  Preheat scanning
                                                               Powder preheating      100 – 200    700 – 900
                                                               temperature (°C)
                                                                               3
                                                               Maximum build rate (cm /h)  20 – 35   80
                                                               Layer thickness        20 – 100     50 – 200
                                                               Surface finish (Ra)     4 – 11       25 – 35
                                                               Minimum feature size (μm)  40 – 200   100
                                                               Geometric tolerance (mm)  ± 0.05 – 0.1  ± 0.2
                                                               Abbreviations: EB-PBF: Electron beam powder bed fusion; LPBF: Laser
            Figure 3. Laser powder bed fusion.                 powder bed fusion.


            Volume 2 Issue 3 (2023)                         3                       https://doi.org/10.36922/msam.0999
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