Extensive experimental scientific tests have led researchers like Huang et al. (2023) to approximate the connection among shale toughness parameters and dampness content material employing a linear model. Meanwhile, the connection in between elastic modulus and dampness written content follows an exponential sample. Also, scientists like Ma (20