MATLAB® and Its Applications in Engineering: [Based on MATLAB 7.5 (R2007b)]

Chapter 13. MATLAB Applications in Neural Networks

Learning Objectives Salient features of Artificial Neural Networks (ANNs). Artificial neuron model, its transfer functions and different architectures. MATLAB functions related to creation of Multilayer Perceptron (newff), training (train), scaling input-output data (mapminmax), simulating an ANN (sim). Implementation of an example problem using Multilayer Perceptron (MLP). Solution of the same example using Graphical User Interface (GUI). Tool (nntool) available in Neural Networks Toolbox.tm Solution of a Water Bath Temperature Control System problem using command line statements. Basic MATLAB functions related to creation of Radial Basis Function Networks (RBF Nets) (newrb, newrbe) and Self-Organizing ...