Considerable experimental scientific tests have led researchers like Huang et al. (2023) to approximate the connection between shale toughness parameters and humidity information using a linear model. Meanwhile, the connection among elastic modulus and moisture written content follows an exponential pattern. In addition, scientists like Ma (2015) had utilized waiting for link from Forum Profiles (6)