Extensive experimental studies have led scientists like Huang et al. (2023) to approximate the relationship among shale energy parameters and humidity content utilizing a linear model. Meanwhile, the connection involving elastic modulus and moisture content follows an exponential sample. Furthermore, scientists like Ma (2015) had used tradition