Table 1 The properties of crude oils analyzed through TGA considered for modeling.
From: Modeling residue formation from crude oil oxidation using tree-based machine learning approaches
Crude oil | API gravity | Asphaltene (wt.%) | Resin (wt.%) | Heating rate (°C/min) | Temperature range (℃) | References |
|---|---|---|---|---|---|---|
1 | 12.8 | 14.7 | 51.3 | 5, 9, 14, 18 | 100–800 | |
2 | 24.3 | 11 | 5.7 | 5, 9, 14, 18 | 100–800 | |
3 | 8.18 | 49.12 | 15.48 | 5, 15, 25 | 30–650 | |
4 | 17.92 | 13.45 | 22.5 | 5, 15, 25 | 30–650 | |
5 | 35.17 | 20.25 | 12.66 | 10 | 35–700 | |
6 | 11.72 | 38.67 | 39.91 | 10 | 35–700 | |
7 | 5 | 49.12 | 15.48 | 5, 10, 15 | 30–830 | |
8 | 32.5 | 1.82 | 9.76 | 2, 5, 10, 20, 30 | 25–900 | |
9 | 16.4 | 23.6 | 16.9 | 5, 15, 25 | 30–650 | |
10 | 15.4 | 5.28 | 12.33 | 2.5, 5, 7.5, 10 | 30–700 | |
11 | 42.03 | 1.27 | 8.52 | 5, 10, 15 | 25–700 | |
12 | 17.18 | 15.28 | 28.3 | 5, 10, 15 | 25–700 | |
13 | 16.6 | 7.27 | 1.09 | 10 | 25–650 | |
14 | 29.6 | 0.93 | 8.07 | 5, 10, 15, 20 | 30–800 | |
15 | 13.9 | 4.55 | 27.61 | 5, 10, 15, 20 | 30–800 | |
16 | 32.1 | 0.53 | 6.99 | 5, 10, 15, 20 | 30–800 | |
17 | 39.06 | 3.1 | 9.86 | 5, 10, 15, 20 | 25–750 | |
18 | 20.04 | 11.11 | 26.43 | 5, 10, 15, 20 | 25–750 |
