In depth experimental research have led researchers like Huang et al. (2023) to approximate the relationship among shale strength parameters and moisture information utilizing a linear design. Meanwhile, the relationship amongst elastic modulus and humidity content follows an exponential pattern. Furthermore, scientists like Ma (2015) had utili