Comprehensive experimental experiments have led scientists like Huang et al. (2023) to approximate the connection involving shale toughness parameters and humidity content employing a linear product. In the meantime, the relationship among elastic modulus and moisture content material follows an exponential pattern. Additionally, scientists like Ma (2015) had used Successfully Submitted (Awaiting Approval)