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Identification of nonlinear dynamic systems using functional link artificial neural networks

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4 Author(s)
Patra, J.C. ; Dept. of Appl. Electron. & Instrum. Eng., Regional Eng. Coll., Orissa, India ; Pal, R.N. ; Chatterji, B.N. ; Panda, G.

We have presented an alternate ANN structure called functional link ANN (FLANN) for nonlinear dynamic system identification using the popular backpropagation algorithm. In contrast to a feedforward ANN structure, i.e., a multilayer perceptron (MLP), the FLANN is basically a single layer structure in which nonlinearity is introduced by enhancing the input pattern with nonlinear functional expansion. With proper choice of functional expansion in a FLANN, this network performs as good as and in some cases even better than the MLP structure for the problem of nonlinear system identification

Published in:

Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on  (Volume:29 ,  Issue: 2 )

Date of Publication:

Apr 1999

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