Considerable experimental scientific tests have led researchers like Huang et al. (2023) to approximate the relationship concerning shale toughness parameters and dampness content employing a linear design. Meanwhile, the relationship concerning elastic modulus and moisture content follows an exponential pattern. Moreover, researchers like Ma (