Since the majority of the sorption equilibrium equations in the literature are nonlinear, care should be taken when estimating their parameters from experimental data. In some situations, the
estimators (especially, confidence intervals) may not be appropriate. Thus some procedures are available in the literature to validate the statistical properties of the least squares (LS) estimators of nonlinear models (Box, 1971; Bates and Watts, 1980).