Table 7 Prediction of adsorption capacity using MLP and RBF.
From: Exploring the adsorption desulfurization efficiency using RSM and ANN methodologies
Run | BET (m2/g) | Vmicro (cm3/g) | Temperature (°C) | Time (min) | S-compound MW (ppm) | Yactual | MLP | RBF | ||
|---|---|---|---|---|---|---|---|---|---|---|
YMLP | %AARD | YRBF | %AARD | |||||||
1 | 591 | 0.295 | 30.00 | 1.91 | 84.14 | 6.39 | 8.15 | 27.44 | 3.77 | 41.05 |
2 | 591 | 0.295 | 40.00 | 1.28 | 84.14 | 4.90 | 5.20 | 6.20 | 3.92 | 20.00 |
3 | 591 | 0.295 | 50.00 | 3.01 | 84.14 | 17.90 | 18.64 | 4.11 | 18.87 | 5.42 |
4 | 503 | 0.254 | 30.00 | 7.70 | 134.19 | 24.86 | 24.73 | 0.52 | 22.66 | 8.85 |
5 | 503 | 0.254 | 13.45 | 60.00 | 134.19 | 73.81 | 73.38 | 0.66 | 73.59 | 0.30 |
6 | 489 | 0.291 | 24.28 | 40.00 | 84.14 | 8.61 | 12.49 | 45.14 | 12.05 | 39.98 |
7 | 489 | 0.291 | 23.89 | 40.00 | 134.19 | 36.17 | 42.73 | 18.14 | 41.99 | 16.10 |
8 | 489 | 0.291 | 50.00 | 8.67 | 84.14 | 7.43 | 8.78 | 17.17 | 7.08 | 4.85 |
9 | 489 | 0.291 | 50.00 | 5.56 | 134.19 | 18.66 | 17.45 | 6.48 | 22.31 | 19.54 |
10 | 489 | 0.291 | 50.00 | 59.94 | 134.19 | 40.38 | 46.43 | 14.99 | 37.89 | 6.17 |
11 | 489 | 0.291 | 30.00 | 59.68 | 84.14 | 26.66 | 32.68 | 22.60 | 19.18 | 28.06 |
12 | 489 | 0.291 | 40.00 | 50.00 | 84.14 | 26.55 | 22.91 | 13.72 | 24.31 | 8.44 |
13 | 489 | 0.291 | 20.00 | 36.71 | 134.19 | 61.49 | 55.71 | 9.40 | 56.86 | 7.53 |
14 | 489 | 0.291 | 30.00 | 24.71 | 134.19 | 58.00 | 57.00 | 1.74 | 57.83 | 0.30 |
15 | 489 | 0.291 | 40.00 | 21.66 | 134.19 | 59.08 | 62.17 | 5.23 | 58.28 | 1.35 |
16 | 568 | 0.250 | 66.96 | 60.00 | 84.14 | 71.12 | 71.98 | 1.20 | 73.22 | 2.95 |
17 | 568 | 0.250 | 30.00 | 14.97 | 84.14 | 44.48 | 44.33 | 0.33 | 46.79 | 5.19 |
