Substantial experimental scientific studies have led scientists like Huang et al. (2023) to approximate the relationship amongst shale energy parameters and humidity content material utilizing a linear design. Meanwhile, the connection among elastic modulus and moisture content follows an exponential pattern. Additionally, scientists like Ma (2