The Whole Story Behind Blind Adaptive Equalizers/ Blind Deconvolution

Author(s): Monika Pinchas

DOI: 10.2174/978160805352011201010023

The Cost Function Approach

Pp: 23-42 (20)

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Abstract

SHS investigation development is considered from the geographical and historical viewpoint. 3 stages are described. Within Stage 1 the work was carried out in the Department of the Institute of Chemical Physics in Chernogolovka where the scientific discovery had been made. At Stage 2 the interest to SHS arose in different cities and towns of the former USSR. Within Stage 3 SHS entered the international scene. Now SHS processes and products are being studied in more than 50 countries.

Abstract

In this chapter the cost function approach for blind deconvolution is explained and the Bayesian estimation techniques are covered. We also show the relationship between the cost function and Bayesian approach and show a derivation from the cost function approach that was recently used successfully in literature.

In this chapter, we prove that for the real valued and two independent quadra- ture carrier cases, no blind adaptive equalizer can be found with perfect equalization performance from the residual Intersymbol Interference (ISI) point of view inde- pendent of the source signal statistics, where the error that is fed into the adaptive mechanism which updates the equalizer's taps can be expressed as a polynomial function of the equalized output of order three and where the gain between the equalized output and source signal is equal to one. In addition, we give in this chapter the entire mathematical basis that was missing in a recently presented pa- per where a new blind adaptive equalizer was introduced and shown to have an improved equalization performance compared with Godard's algorithm. We also show that the above mentioned blind adaptive equalizer was obtained by using a derivation from the cost function approach.

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