In depth experimental scientific studies have led researchers like Huang et al. (2023) to approximate the relationship among shale strength parameters and moisture articles utilizing a linear model. In the meantime, the relationship among elastic modulus and moisture information follows an exponential pattern. Additionally, scientists like Ma (