Considerable experimental scientific studies have led researchers like Huang et al. (2023) to approximate the relationship involving shale strength parameters and moisture articles employing a linear product. Meanwhile, the connection involving elastic modulus and humidity content follows an exponential sample. Also, researchers like Ma (2015)