Nonlinear block-oriented models have successfully been used in many engineering applications to identify chemical, mechanical, and biological systems or processes. Due to their simple structure, these models are very attractive from a user's point of view. However, the block-oriented approach also has some disadvantages over black-box modelling approaches. © 2010 Springer London.