Table 9: Comparison of input parameters of data points from research paper with simulation data points ............................................................................................................................................. 44 Table 10: Results of columnar/equiaxed grains for data from research paper (Newell et al., 2019) ....................................................................................................................................................... 45 Table 11: Actual vs predicted results by different ML models for data from research paper ...... 45