Extensive experimental research have led scientists like Huang et al. (2023) to approximate the relationship between shale energy parameters and moisture content utilizing a linear product. Meanwhile, the connection in between elastic modulus and moisture written content follows an exponential pattern. On top of that, researchers like Ma (2015)