Substantial experimental scientific tests have led scientists like Huang et al. (2023) to approximate the relationship between shale energy parameters and humidity written content utilizing a linear model. Meanwhile, the relationship involving elastic modulus and moisture content material follows an exponential pattern. Furthermore, researchers like Ma (2015) had utilized Successfully Submitted (Awaiting Approval)