Substantial experimental reports have led scientists like Huang et al. (2023) to approximate the relationship in between shale toughness parameters and dampness material using a linear design. In the meantime, the relationship between elastic modulus and humidity written content follows an exponential pattern. Additionally, researchers like Ma