Page 9 - eBook_Proceedings of the International Conference on Digital Manufacturing V2

LIST OF TABLES

Table 1: List of Grid Refinement Study conducted on
maximum mass bottle, minimum mass bottle,
and maximum mass bottle with structural
reinforcement features 13
Table 2: Summary of FEA results 16
Table 3: Combinations of bottle thickness achieved
through Parison Controller to generate dataset
through parametric study 16
Table 4: Comparison of FEA Results with ML Outputs 21
Table 5: Equivalent Strains (in mm/mm) of different
unit cells beams subjected to multiple
displacements (i.e. 2mm, 5mm, 10mm, 15mm,
20mm) in vertical direction 34
Table 6: Behaviour of beam in three-point testing at
constant porosity of 70% with emphasis on
lightweight characteristics in comparison to
solid beams 35
Table 7: Equations derived by the Regression analysis
on the data sets 37
Table 8: Private dataset 49
Table 9: Private dataset example cells 49
Table 10: Classification performance of metrics (Recall,
F1-score, and Support) 55
Table 11: Pixel-level classification accuracy by cervical
cell type 57
Table 12: Brief differences between ferrous and
non-ferrous metals 78
Table 13: Microstructure comparison between the finest
and the worst samples 85
Table 14: Experimental results 112
Table 15: Comparison of Fixed and Traceable
Panel Efficiencies 114
Table 16: Thickness of material 121

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