Abstract
The process of data preparation for neural networks based modelling is examined. We are discussing sampling, preprocessing and decimation, finally urguing for orthonormal input preprocessing.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
AH Chung Tsoi and A Back. Static and dynamic preprocessing methods in neural networks. Engng. Applic. Artif. Intell., 8(6):633–642, 1995.
A. Pinkus M. Leshno, V. Lin and S. Schocken. Multilayer feedforward networks with a nonpolynomial activation function can approximate any function. Neural Networks, 13:350–373, 1993.
L M Grzesiak, B Beliczynski, and B Ufnalski. Input preprocessing in tapped delay neural architecture for induction motor speed estimation. In Proc. EPE Conf. European Power Electronics Conference, Toulouse 2003., EPE, 2003.
P S C Heuberger and P M J Van Den Hof. A genelized orthonormal basis for linear dynamical systems. IEEE Trans, on Autom. Contr., 40:451–464, 1995.
B Nines and F Gustafsson. A unifying construction of orthonormal bases for system identification. IEEE Trans. Automat. Contr., 42:515–521, 1997.
B Beliczynski and L Grzesiak. Induction motor speed estimation: Limitations of certain neural schemes based on time instances of periodic signals. In Proc. IECON’01, pages 653–657. IEEE Service Center, 2001.
B Beliczynski and L Grzesiak. Induction motor speed estimation: Neural versus phenomenological model approach. Neurocomputing, 43:17–36, 2002.
B Beliczynski. On input discretisation processes for tapped delay neural architecture. In Proc. ICANNGA ’03, pages 28–32. Springer, 2003.
B Beliczynski and K Kubowicz. Appoximately static relationship between model variables. Przeglad Elektrotechniczny, 53(4):385–389, 2004.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag/Wien
About this paper
Cite this paper
Beliczynski, B. (2005). Certain comments on data preparation for neural networks based modelling. In: Ribeiro, B., Albrecht, R.F., Dobnikar, A., Pearson, D.W., Steele, N.C. (eds) Adaptive and Natural Computing Algorithms. Springer, Vienna. https://doi.org/10.1007/3-211-27389-1_2
Download citation
DOI: https://doi.org/10.1007/3-211-27389-1_2
Publisher Name: Springer, Vienna
Print ISBN: 978-3-211-24934-5
Online ISBN: 978-3-211-27389-0
eBook Packages: Computer ScienceComputer Science (R0)