Extensive experimental research have led researchers like Huang et al. (2023) to approximate the relationship involving shale energy parameters and moisture content employing a linear design. In the meantime, the connection in between elastic modulus and humidity information follows an exponential pattern. Furthermore, scientists like Ma (2015) had