Substantial experimental studies have led scientists like Huang et al. (2023) to approximate the relationship concerning shale toughness parameters and moisture material utilizing a linear design. In the meantime, the connection involving elastic modulus and humidity content follows an exponential pattern. Moreover, researchers like Ma (2015) had utilized standard Successfully Submitted (Awaiting Approval)