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International Journal of Control, Vol.62, No.4, 749-766, 1995
Model Validation Tests for Multivariable Nonlinear Models Including Neural Networks
A fast and concise MIMO nonlinear model validity test procedure is derived, based on higher order correlation functions, to form a global-to-local hierarchical validation diagnosis of identified MIMO linear and nonlinear models. The new procedure is applied to four MIMO nonlinear system models including a neural network training example, to demonstrate the effectiveness of the tests.
Keywords:NON-LINEAR SYSTEMS;IDENTIFICATION