Filtering of the experimental data using the wavelet analysis and the artifacial neural networks
Jolanta Talar, Łukasz Rauch
, Jan Kusiak![]()
AGH University of Science and Technology.
DOI:
https://doi.org/10.7494/cmms.2003.3.0046
Abstract:
The analysis of experimental measurements is sometimes difficult, if the registered data are superimposed be noisy signals. The source of such noise is often the improper sensitivity calibration of measuring devices. Sometimes, such data are even useless for the further analysis. Therefore, the goal of the present paper is an attempt of application of two different filtering techniques, including the artificial intelligence methods (artificial neural networks) to the filtering of the noisy experimental data. Examples of filtering results using described techniques are presented.
Cite as:
Talar, J., Rauch, Ł., Kusiak, J. (2003). Filtering of the experimental data using the wavelet analysis and the artifacial neural networks. Computer Methods in Materials Science, 3(3-4), 180 – 188. https://doi.org/10.7494/cmms.2003.3.0046
Article (PDF):

Keywords:
Signal filtering, Wavelet analysis, Artificial neural networks
References:
Białasiewicz, J. T. (2000). Falki i aproksymacje. WNT, Warszawa.
He T. X. (1998). Short Time Fourier Transform. Integral Wavelet Transform, and Wavelet Functions Associated with Splines, Joumal of Mathematical Analysis and Applications, 224, 182-200.
Kusiak, J., Pietrzyk, M., Gawąd, J., Roberts, C.M., Wajda, W. (2001). Filtrowanie danych pomiarowych z wykorzystaniem sztucznych sieci netironowych. Mat. Konf. Informatyka w Technologii Metali KomPlasTech' 2001, eds, Grosman F., Piela A., Kusiak J., Pietrzyk M., Korbielow, 65-70.
Masters, T. (1996). Sieci neuronowe w praktyce. WNT, Warszawa.
Mehrotra, K., Mohan, C.K., Ranka, S. (1997). Elements of Artificial Neural Networks. MIT Press, London. Montogmery, D.C.,. Johnson, L.A, 1976, Forecasting and Time Series Analysis. McGraw-Hill Book Company, New York.
Osowski, S. (1996). Sieci neuronowe. Oficyna Wydawnicza Politechniki Warszawskiej, Warszawa.
Tadeusiewicz, R. (1993). Sieci neuronowe. Akad. Ofic. Wyd. RM, Warszawa.
Żurada, J., Barski, M., Jędruch, W. (1996). Sztuczne sieci neuronowe. PWN, Warszawa.