This paper describes a method of modelling nonlinear dynamical systems from measurement data for control design purpose. The method merges linear local model blending approach with Bayesian Gaussian process modelling. FixedStructure Gaussian Process model can be interpreted as linear model structure with varying and probabilistic parameters, which are represented with Gaussian process models. I...
