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Materials Science in Additive Manufacturing                 Numerical simulation of plasma WAAM for Ti-6Al-4V



            experimental observations. Recent studies, such as Liu   along  its  designated  path,  initiating  the  cooling  phase.
            et al.  and Bai et al.,  have shown that the inclusion of   Cooling rates are inversely proportional to the distance
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            fluid flow dynamics within the melt pool can provide a   from the heat source, with temperature profiles flattening
            more comprehensive representation of thermal and fluid   as  heat dissipation progresses.  These  observations are
            behavior.                                          consistent with recent experimental and computational
                                                               studies on WAAM thermal modeling. 16,35
            3.2.2. Thermal profiles
                                                                 In particular, the simulated and experimental heating
            The thermal models are validated by comparing simulated   and cooling rates are in good agreement, confirming
            and experimental temperature histories.  Figure  6 shows   the accuracy of the FE framework. However, the peak
            the temperature evolution of single-bead deposition,   temperatures predicted by the model are slightly higher
            pre-heating, and single-bead deposition with preceding   than  the  experimental  measurements.  A  possible
            pre-heating at each thermocouple TC1, TC2, and TC3.   explanation for  this deviation is the measurement lag
            Depending on the distance from the heat source, different   due to the thermocouple response time (0.9 s) and data
            temperature–time curves are obtained.              acquisition frequency (1 s), which limits the ability of
              For single bead deposition (Figure 6A), the temperature   the measurement system to accurately capture rapid
            peaks decrease with increasing distance from the weld path,   thermal transients, especially when the heat source passes
            confirming the expected spatial thermal gradients. Once   through  the  thermocouple  locations.  Similar  challenges
            the peak temperature is reached, the heat source moves   were  reported  by  Aarbogh  et  al.,   who  observed  peak
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            A                                               B



















                                    C




















            Figure 6. Overview and comparison of experimental (dotted line) and simulated (solid line) temperature profiles at various thermocouple locations
            obtained during (A) single bead deposition, (B) pre-heating, and (C) single bead deposition plus pre-heating. Thermocouples (TC) were positioned at
            pre-defined lateral and longitudinal distances relative to the weld track to capture the transient thermal behavior during deposition. Specifically, TC1 was
            placed at 8 mm, TC2 at 9 mm, and TC3 at 10 mm laterally from the weld centerline. In the welding direction, the thermocouples TC1 to TC3 have an
            offset of 5 mm.


            Volume 4 Issue 3 (2025)                         9                         doi: 10.36922/MSAM025140021
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