Intensive experimental scientific tests have led scientists like Huang et al. (2023) to approximate the relationship concerning shale toughness parameters and moisture information employing a linear model. In the meantime, the connection involving elastic modulus and humidity written content follows an exponential pattern. In addition, scientis