Research Article

A Support Vector Machine Model with Hyperparameters Optimised by Mind Evolutionary Algorithm for Assessing Permeability of Rock

Table 1

The statistical description of the input and output parameters.

ParametersCategoriesData typeStatistics parameters/value range
MinimumMaximumMeanStandard deviation

Confining pressure (MPa)Input parameterNumeric33517.9011.04
Pore pressure (MPa)Input parameterNumeric0.11.40.710.43
Moisture saturation (%)Input parameterNumeric073.6033.6523.73
Loading/unloading stageInput parameterNominalLoading stage and unloading stage
Permeability (10āˆ’17)Output parameterNumeric0.01272.7964.0567.43