In depth experimental studies have led scientists like Huang et al. (2023) to approximate the relationship in between shale toughness parameters and moisture articles utilizing a linear product. Meanwhile, the connection involving elastic modulus and moisture information follows an exponential pattern. Also, researchers like Ma (2015) had used