In depth experimental studies have led scientists like Huang et al. (2023) to approximate the connection involving shale strength parameters and moisture content using a linear product. In the meantime, the connection among elastic modulus and humidity information follows an exponential pattern. Furthermore, scientists like Ma (2015) had used t