IJITCS Vol. 4, No. 6, 8 Jun. 2012
Cover page and Table of Contents: PDF (size: 895KB)
Full Text (PDF, 895KB), PP.30-38
Views: 0 Downloads: 0
ANN, AutoSIGNAL, Dynamics of Rational Functions, RMS Error, SPTool, Wavelet and Tiberius
Significant work has already been done for complex quadratics. However, the dynamics of rational functions and their properties are equally interesting. In this paper we have generated computer images from a C++ computer program. We have then developed an artificial neural network model using predictive modeling software based on RMS type of error out of two samples of points obtained from the generated images. The imaginary part of sample II was predicted by applied the real parts of sample I and sample II to the artificial neural network. The real part of sample II was more important than the real part of sample I in predicting the imaginary part of sample II. The predicted imaginary part of sample II was then imported to Matlab Signal Processing Tool (SPTool) via Matlab workspace. We have applied a stable band pass filter to the model to eliminate noise from it for its analysis. A modulated signal produced reveals that the methodology used shall be applied to explore properties of computer generated images from the generated wavelet. We have further imported the predicted imaginary part of sample II to autoSIGNAL software for time and frequency range analysis of the continuous wavelet transform.
Jean-Bosco Mugiraneza, "Analogue Wavelet Transform Based the Predicted Imaginary Part of the Dynamics of Rational Map Having Zeros", International Journal of Information Technology and Computer Science(IJITCS), vol.4, no.6, pp.30-38, 2012. DOI:10.5815/ijitcs.2012.06.05
[1]Ali, M. Reza, Wavelet Characteristics, What Wavelet Should Use?, Spire Lab, UWM, 1999
[2]M. Meléndez-Rodríguez, J. Silva-Martínez and R. Spencer, Efficient Circuit Implementation of Morlet Wavelets, Journal of Applied Research and Technology, Vol.1no1 April 2005.
[3]Oscar Moreira-Tamayo and José Pineda de Gyvez Analog Computation of Wavelets Transform Coefficients in Real-Time, 1997
[4]Sandro A.P.Haddad, Richard Houben and Wouter A.Serdijn, Analog Wavelet Transform Employing Dynamic Translinear Circuits for Cardiac Signal Characterization, Proceedings, ISCAS, 2003
[5]Shahriar Yousefi, Ilona Weinreich and Dominik Reinarz, Wavelet-Based Prediction of Oil Prices, Chaos Solitons and Fractals, Elsevier, November 2004
[6]Dorin Ervin Dutkay and Palle E.T. Jorgensen, Iterated Function Systems, Ruelle Operators, and Invariant Projective Measures, March 2008
[7]Palle E.T. Jorgensen and Myung-Sin Song, Comparison of Discrete and Continuous Wavelet Transforms, July 2007
[8]Michael Fielding Barnsley, Superfractals. Cambridge University Press, Cambridge, 2006.
[9]Dorin E. Dutkay and Palle E. T. Jorgensen, Wavelets on Fractals. Rev. Mat. Iberoamericana, 22(1):131–180, 2006.
[10]Myung-Sin Song, Analysis of Fractals, Image Compression and Entropy Encoding, Southern Illinois University Edwardsville, July 10, 2009
[11]Palle E. T. Jorgensen, Analysis and probability: wavelets, signals, fractals, volume 234 of Graduate Texts in Mathematics, Springer, New York, 2006.
[12]Dorin Ervin Dutkay and Palle E.T. Jorgensen, Fourier series On Fractals: A Parallel with Wavelet Theory, January 2008
[13]Ahlfors Lars. Complex Analysis McGraw-Hill Science/Engineering/Math, 3 editions, 1979.
[14]Milnor, John W., Dynamics in one complex variable. Vieweg, Wiesbaden, Germany, 1999
[15]Alan F. Beardon, Iteration of Rational Functions: Complex Analytic Dynamical Systems (Graduate Texts in Mathematics) 2000.
[16]Witten, Edward (1977). "Some Exact Multi-Instanton Solutions of Classical Yang–Mills Theory". Physical Review Letters 38 (3): 121. Bibcode 1977PhRvL..38..121W. doi:10.1103/PhysRevLett.38.121.
[17]http://www.bloodshed.net/dev/.
[18]Jean-Bosco Mugiraneza, On Computing Some Julia Sets of Rational Maps with the Same Number of Poles and Zeros, Canadian Journal on Computing in Mathematics, Natural Sciences, Engineering and Medicine, Vol. 2 No. 5, pp: 80-110, May 2011, ISSN: 1923-1660, AM Publishers Corporation, Canada
[19]Jean-Bosco Mugiraneza and Amritasu Sinha, On the Statistical Analysis of the Dynamics of Rational Function Having Poles, Journal of Emerging Trends in Computing and Information Sciences (CIS), Vol. 3 No.2, pp:155-172, February 2012, ISSN 2079-8407
[20]Predictive Modeling Software and Services Version 7. http://www.tiberius.biz/contact.html.
[21]Atsalakis George and Camella Ucenic, Forecasting the Wind Energy Production Using a Neuro-Fuzzy Model, WSEAS Transactions on Environment and Development, Issue 6, Volume 2, June 2006, ISSN 1790-5079
[22]Amara Grasps, An Introduction to Wavelets, 2003
[23]B.Vidakovic and P.Muller, Wavelets for Kid, 1994, unpublished
[24]http://www.ljmu.ac.uk/GERI/98293.htm