Extensive experimental research have led scientists like Huang et al. (2023) to approximate the relationship involving shale toughness parameters and humidity articles utilizing a linear product. In the meantime, the connection between elastic modulus and humidity content follows an exponential sample. Additionally, scientists like Ma (2015) ha