Substantial experimental research have led scientists like Huang et al. (2023) to approximate the relationship between shale energy parameters and dampness articles employing a linear design. In the meantime, the relationship involving elastic modulus and moisture content follows an exponential pattern. In addition, scientists like Ma (2015) experi