Table 1 Parameters of different crude oils utilized in the research.

From: Modeling crude oil pyrolysis process using advanced white-box and black-box machine learning techniques

Crude oil

1

2

3

4

5

6

7

8

9

10

11

12

13

Asphaltene (wt%)

4.73

5.42

10.71

12

18.95

3.25

12.8

1

9.66

30.32

29

20.25

38.67

Resin (wt%)

8.09

6.01

13.73

14

16.42

4.01

8.8

23.3

14.04

34.27

22

12.66

39.91

Heating rate (°C/min)

1,5,10

1,5,10

1,5,10

10

1,5,10

1,5,10

10

5,10,20

1,5,10

8

10

10

10

Oil °API gravity

20.83

21.87

18.67

26.12

13

30.39

20.5

14

20.26

5.5

14.95

35.17

11.72

References

29,30

29,30

29,30

12,13

29,30

29,30

24

34

29,30

33

12,13

35

35