Considerable experimental research have led researchers like Huang et al. (2023) to approximate the connection amongst shale energy parameters and humidity articles utilizing a linear model. Meanwhile, the relationship in between elastic modulus and humidity content follows an exponential sample. Additionally, scientists like Ma (2015) had used