Comprehensive experimental studies have led researchers like Huang et al. (2023) to approximate the connection in between shale toughness parameters and humidity written content using a linear model. In the meantime, the connection between elastic modulus and moisture articles follows an exponential pattern. In addition, researchers like Ma (20