Substantial experimental experiments have led researchers like Huang et al. (2023) to approximate the connection involving shale energy parameters and humidity articles employing a linear model. Meanwhile, the connection between elastic modulus and humidity content material follows an exponential pattern. In addition, researchers like Ma (2015)