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Digital Representation of Signals

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Abstract

As it was discussed in Sect. 2.1, signal digitization can be treated in general terms as determination, for each particular signal, of an index of the equivalency cell to which the signal belongs in the signal space and signal reconstruction can be treated as generating a representative signal of the cell from its index. This is, for instance, what we do when we describe everything in our life with words in speaking or writing. In this case this is our brain that makes the job of subdividing “signal space” into the “equivalency cells” of notions and recognizing which word (cell index) corresponds to what we want to describe. The volume of our vocabulary is about 10 5 ÷ 10 6 words. The variety of signals we have to deal with in signal processing and especially in optics and holography is immeasurably larger. One can see this from a simple example of the number of different images of, for instance, 500 × 500 pixels with 256 gray levels. This number is 256 500×500. No technical device will ever be capable of storing so many images for comparing them with input images to be digitized.

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References

  1. E.C. Titchmarsh, Introduction to the theory of Fourier integrals, Oxford, New York, 1948

    Google Scholar 

  2. H. F. Harmuth, Transmission of Information by Orthogonal Functions, Springer Verlag, Berlin, 1970

    Book  MATH  Google Scholar 

  3. S. Mallat, A Wavelet Tour of Signal Processing, 2nd edition, Academic Press, 1999

    Google Scholar 

  4. N. Ahmed, K.R. Rao, Orthogonal Transforms for Digital Signal Processing, Springer Verlag, Berlin, Heidelberg,New York, 1975

    Google Scholar 

  5. L. Yaroslaysky, Digital Picture Processing, An Introduction, Springer Verlag, Berlin, Heidelberg, New York, Tokyo, 1985

    Google Scholar 

  6. K. G. Beauchamp, Transforms for Engineers, A Guide to Signal Processing, Clarendon Press, Oxford, 1987.

    MATH  Google Scholar 

  7. O.J. Burt, E.A. Adelson, The Laplacian Pyramid as a compact Image Code, IEEE Trans. on Com., Vol. 31, No. 4, pp. 5320540, Apr., 1983

    Google Scholar 

  8. Y. Meyer, Wavelets, Algorithms and Applications, SIAM, Philadelphia, 1993

    MATH  Google Scholar 

  9. M. Vetterli, J. Kovacevié, Wavelets and Subband Coding, Prentice Hall PTR, Englewwod Cliffs, New Jersey, 199

    Google Scholar 

  10. H. Karhunen, Über Lineare Methoden in der Wahscheinlichkeitsrechnung“, Ann. Acad. Science Finn., Ser. A.I.37, Helsinki, 1947

    Google Scholar 

  11. M. Loeve, Fonctions Aleatoires de Seconde Ordre, in.: P. Levy, Processes Stochastiques et Movement Brownien, Paris, France: Hermann, 1948

    Google Scholar 

  12. H. Hottelling, Analysis of a Complex of Statistical Variables into Principal Components, J. Educ. Psychology 24 (1933), 417: 441, 498–520

    Article  Google Scholar 

  13. R. Dawkins, Climbing Mount Unprobable, W.W.Norton Co, N.Y.,1998

    Google Scholar 

  14. H. Hofer, D. R. Willams, The Eye’s Mechanisms for Autocalibration, Optics & Photonics News, Jan. 2002

    Google Scholar 

  15. L. Yaroslaysky, Digital Picture Processing, An Introduction, Springer Verlag, Berlin, Heidelberg, New York, Tokyo, 1985

    Google Scholar 

  16. E. Caroli, J. B. Stephen, G. Di Cocco, L. Natalucci, and A. Spizzichino, “Coded Aperture Imaging in X- and Gamma-ray astronomy”, Space Science Reviews, vol. 45, 1987, pp. 349–403

    Article  ADS  Google Scholar 

  17. G. K. Skinner, “Imaging with coded aperture masks”, Nuclear Instruments and Methods in Physics Research, vol. 221, 1984, pp. 33–40

    Article  ADS  Google Scholar 

  18. W.S. Hinshaw, A.H. Lent, An introduction to NMR imaging, Proc. IEEE, Special issue on Computerized Tomography, 71, No. 3, March 1983

    Google Scholar 

  19. A. K. Jain, Fundamentals of Digital Image Processing, Prentice Hall, Englewood Cliffs, 1989

    MATH  Google Scholar 

  20. C. Shannon, A Mathematical Theory of Communication, Bell System Techn. J., vol. 27, No. 3, 379–423; No. 4, 623–656, 194

    Google Scholar 

  21. R.M. Fano, Technical Report No. 65, The Research Laboratory of Electronics, MIT, March 17, 1949

    Google Scholar 

  22. D. A. Huffman, A Method for the Construction of Minimum Redundancy Codes, Prioc. IRE, vol. 40, No. 10, pp. 1098–1101

    Google Scholar 

  23. R. Gonzalez, R. E. Woods, Digital Image Processing, Prentice Hall, Upper Saddle River, N.J., 2002

    Google Scholar 

  24. H. S. Malvar, Signal Processing with Lapped Transforms, Artech House, Norwood, MA, 1992

    Google Scholar 

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Yaroslavsky, L. (2004). Digital Representation of Signals. In: Digital Holography and Digital Image Processing. Springer, Boston, MA. https://doi.org/10.1007/978-1-4757-4988-5_3

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  • DOI: https://doi.org/10.1007/978-1-4757-4988-5_3

  • Publisher Name: Springer, Boston, MA

  • Print ISBN: 978-1-4419-5397-1

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