Considerable experimental studies have led scientists like Huang et al. (2023) to approximate the relationship amongst shale strength parameters and humidity articles using a linear design. In the meantime, the connection among elastic modulus and humidity articles follows an exponential pattern. Furthermore, researchers like Ma (2015) had used