Research Article
Data-Driven Decision-Making in the Design Optimization of Thin-Walled Steel Perforated Sections: A Case Study
Table 5
Comparison among the real measured values, predicted values, and finite element numerical values.
| Column type | Measure (N) | Predict (N) | Relative error (%) | FEM (N) | Relative error (%) |
| M45-1.5 | 48385.62 | 48429.20 | 0.09 | 49856.37 | 3.04 | M60-1.8 | 79136.73 | 83558.23 | 5.59 | 80079.43 | 1.19 | M60-2 | 107142.80 | 104077.64 | 2.86 | 116348.72 | 8.59 | M75-1.8 | 120057.01 | 115392.37 | 3.88 | 120201.36 | 0.12 | M75-2 | 125481.44 | 126375.42 | 0.71 | 133166.13 | 6.12 | M90A-1.8 | 131412.35 | 131070.89 | 0.26 | 131635.72 | 0.17 | M90A-2 | 136364.28 | 140316.60 | 2.89 | 144199.20 | 5.75 | M90B-1.8 | 144144.65 | 135171.32 | 6.22 | 145158.93 | 0.70 | M90B-2 | 144746.99 | 146277.65 | 1.06 | 156700.55 | 8.26 | M100A-2 | 183358.52 | 180049.49 | 1.80 | 189905.92 | 3.57 | M100A-2.5 | 205056.90 | 207739.80 | 1.31 | 206744.95 | 0.82 | M100B-2 | 159740.04 | 162860.88 | 1.95 | 167594.50 | 4.92 | M100B-2.5 | 219082.27 | 218138.34 | 0.43 | 219416.63 | 0.15 | M100C-2 | 196641.13 | 198992.22 | 1.19 | 207407.37 | 5.48 | M100C-3 | 340630.69 | 342183.74 | 0.45 | 341267.72 | 0.19 | M120A-2.5 | 219349.62 | 217817.09 | 0.69 | 238998.79 | 8.96 | M120A-3 | 268689.38 | 271741.82 | 1.13 | 270660.52 | 0.73 | M120B-3.5 | 413894.01 | 417135.66 | 0.78 | 414820.20 | 0.22 | Mean relative error (%) | 1.69 | 3.28 | Correlation coefficient, R | 0.99 | 0.97 | Cases with over 5% error | 2 | 6 |
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