Extensive experimental research have led researchers like Huang et al. (2023) to approximate the connection among shale energy parameters and humidity articles utilizing a linear model. In the meantime, the relationship in between elastic modulus and moisture information follows an exponential sample. Also, researchers like Ma (2015) experience