The identification of parametric models from experimental data is a fundamental activity among researchers and engineers in pure and applied sciences. This work addresses the topic by examining, among others, the following areas: - choice of an appropriate model structure which allows the estimation of all parameters; - choice of a quality criterion for rating models; - incorporation of prior knowledge and objectives and guarding...