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Table 1 Statistics of the inputs and output data used

From: Application of gene expression programming, artificial neural network and multilinear regression in predicting hydrochar physicochemical properties

Input variables

Min

Max

Std

Skewness

Kurtosis

VM (%)

34.3

89.74

12.69501

− 1.05705

0.90247

Ash (%)

0.25

49.85

14.04995

1.20789

0.72747

FC (%)

2.66

54

8.38191

2.87274

12.34524

Temperature (°C)

140

300

33.71556

0.08694

− 0.63807

RT (min)

5

480

81.73551

1.62185

3.68928

Output variables

     

Mass Yield (%)

26.7

99.2

15.89677

0.46028

0.10385

Energy Yield (%)

37.11

112.55

14.4083

0.22913

0.08753

HHV (MJ/kg)

9.8

34.53

5.29801

− 0.24796

− 0.23794

  1. VM Volatile matter, FC fixed carbon, HHV high heating value, RT residence time