Considerable experimental experiments have led researchers like Huang et al. (2023) to approximate the relationship concerning shale energy parameters and moisture written content utilizing a linear design. In the meantime, the relationship between elastic modulus and dampness content follows an exponential pattern. Also, researchers like Ma (2