In depth experimental experiments have led scientists like Huang et al. (2023) to approximate the connection involving shale toughness parameters and moisture material utilizing a linear product. Meanwhile, the connection among elastic modulus and moisture articles follows an exponential pattern. On top of that, scientists like Ma (2015) experi