Comprehensive experimental experiments have led researchers like Huang et al. (2023) to approximate the relationship amongst shale toughness parameters and humidity written content utilizing a linear model. In the meantime, the connection among elastic modulus and humidity content follows an exponential sample. In addition, researchers like Ma (201