Table 5.
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% |