Table 2 The statistical specifications of the input and target parameters of models.

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

Parameter

Maximum

Mean

Minimum

Median

Skewness

Mode

Kurtosis

Resin (wt%)

39.91

15.02

4.01

14.00

0.8222

23.30

0.3196

Asphaltene (wt%)

38.67

10.82

1.20

9.66

1.1170

1.20

0.4302

Temperature (°C)

889.71

390.65

7.50

385.71

0.1827

266.67

− 0.9631

Heating rate (°C/min)

20.00

7.07

1.00

8.00

0.6562

10.00

0.7317

Oil °API gravity

35.17

18.85

5.60

20.26

0.2091

14.00

0.0410

Residual crude oil (wt%)

100.00

44.54

1.52

40.22

0.2770

9.76

− 1.3832