Extensive experimental scientific studies have led scientists like Huang et al. (2023) to approximate the connection involving shale energy parameters and moisture content employing a linear design. Meanwhile, the connection in between elastic modulus and humidity content material follows an exponential pattern. Also, researchers like Ma (2015)