Substantial experimental reports have led researchers like Huang et al. (2023) to approximate the connection between shale strength parameters and humidity content employing a linear design. In the meantime, the relationship among elastic modulus and humidity information follows an exponential sample. Also, scientists like Ma (2015) experienced