Substantial experimental studies have led scientists like Huang et al. (2023) to approximate the relationship between shale strength parameters and humidity written content using a linear design. In the meantime, the connection involving elastic modulus and moisture articles follows an exponential pattern. Additionally, scientists like Ma (2015