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. 2022 May 21;121(1-2):785–803. doi: 10.1007/s00170-022-09376-w

Table 5.

Independent evaluation experiments

PA12/TiO2 (%) RDA (o) NT (oC) Actual ANN Actual ANN Actual ANN Actual ANN
ε (mm/mm) σB (MPa) E (MPa) T (MJ/m3)
1 0 0 240 2.24 2.35 34.10 34.90 135.74 124.86 79.79 81.28
2 0 0 240 2.56 2.35 33.89 34.90 114.21 124.86 84.37 81.28
3 0 0 250 2.58 2.79 33.44 34.10 125.53 126.92 88.12 88.94
4 0 0 250 2.76 2.79 33.35 34.10 118.42 126.92 88.45 88.94
5 0 0 260 2.80 3.03 32.40 33.76 121.49 121.41 87.21 92.70
6 0 0 260 2.80 3.03 33.37 33.76 130.75 121.41 91.29 92.70
7 0 45 250 4.43 3.59 42.49 37.52 132.19 133.81 159.01 115.18
8 0 45 250 3.62 3.59 31.14 37.52 119.47 133.81 100.13 115.18
9 0 45 260 3.88 4.75 37.57 43.45 149.98 138.51 130.75 156.86
10 0 90 240 3.59 3.32 36.11 36.04 133.64 135.74 121.24 118.84
11 0 90 250 4.00 4.21 37.24 38.80 113.68 138.46 139.63 132.96
12 0 90 250 3.15 4.21 36.53 38.80 133.15 138.46 107.20 132.96
13 0 90 260 3.74 4.36 38.31 40.78 125.78 137.61 130.50 191.38
14 0 90 260 4.54 4.36 39.37 40.78 135.13 137.61 154.62 191.38
15 2 0 240 3.36 2.92 33.45 33.14 124.92 131.85 102.93 94.89
16 2 0 240 3.30 2.92 33.78 33.14 122.29 131.85 101.64 94.89
17 2 0 250 3.47 2.76 33.44 32.23 123.20 128.05 101.69 94.73
18 2 0 250 3.50 2.76 34.10 32.23 124.39 128.05 106.57 94.73
19 2 0 260 3.06 2.73 31.82 30.49 117.41 125.48 91.58 83.52
20 2 45 240 0.46 0.48 31.08 30.61 128.45 114.05 28.42 18.80
21 2 45 250 0.46 0.44 31.42 27.75 123.66 115.30 82.55 34.69
22 2 45 260 0.45 0.48 31.01 27.91 121.89 113.10 22.38 24.16
23 2 90 240 0.52 0.46 24.60 30.44 96.32 107.84 18.82 31.16
24 2 90 240 0.49 0.46 31.74 30.44 120.03 107.84 46.51 31.16
25 2 90 250 0.49 0.49 28.83 29.90 112.03 117.83 24.37 24.07
26 2 90 260 0.47 0.43 31.27 30.01 123.69 123.35 102.04 44.93
27 4 0 240 2.47 2.56 27.96 30.57 129.31 123.98 70.80 79.41
28 4 45 240 0.50 0.39 23.97 22.35 109.78 97.71 17.56 16.46
29 4 45 240 0.42 0.39 23.26 22.35 102.95 97.71 13.73 16.46
30 4 45 250 0.43 0.41 27.81 25.76 121.56 113.17 19.31 16.27
31 4 45 250 0.42 0.41 21.62 25.76 86.02 113.17 12.68 16.27
32 4 45 260 0.47 0.53 30.71 27.08 124.53 118.55 33.38 19.61
33 4 45 260 0.42 0.53 27.62 27.08 119.08 118.55 17.73 19.61
34 4 90 240 0.44 0.48 23.86 22.03 103.87 90.02 20.98 18.25
35 4 90 240 0.49 0.48 23.34 22.03 97.88 90.02 17.06 18.25
36 4 90 250 0.49 0.46 27.36 23.19 104.79 107.53 30.08 23.70
37 4 90 250 0.48 0.46 26.65 23.19 100.91 107.53 17.51 23.70
38 4 90 260 0.46 0.48 22.33 24.92 90.99 96.36 19.08 18.54
39 4 90 260 0.42 0.48 25.66 24.92 105.06 96.36 16.68 18.54
Mean absolute error — MAPE (%) 9.8% 7.0% 7.2% 18.0%