Comprehensive experimental research have led researchers like Huang et al. (2023) to approximate the connection in between shale toughness parameters and moisture content utilizing a linear product. Meanwhile, the connection amongst elastic modulus and humidity content follows an exponential sample. Also, researchers like Ma (2015) experienced