Inverse modelling is a fundamental technique used for inferring model parameters from observational data to identify the optimal values that best reproduce the observations. This method is widely used in fields like meteorology , hydrology , and geophysics . Recently, there has been growing interest in using ANNs for inverse modelling due to their ability to learn complex nonlinear relationships .