DocumentCode :
2247819
Title :
Delay lines using self-adapting time constants
Author :
Lim, Shao-Jen ; Harris, John G.
Author_Institution :
Comput. Neuro-Eng. Lab., Florida Univ., Gainesville, FL, USA
Volume :
3
fYear :
1997
fDate :
12-15 Oct 1997
Firstpage :
2853
Abstract :
Transversal filters using ideal tap delay lines are a popular form of short-term memory based filtering in adaptive systems. Some applications where these filters have attained considerable success include system identification, linear prediction, channel equalization and echo cancellation. The gamma filter improves on the simple FIR delay line by allowing the system to choose a single optimal time-constant by minimizing the Mean Squared Error ofthe system. However, in practice it is difficult to determine the optimal value of the time constant since the performance surface is nonconvex. Also, many times a single time constant is not sufficient to well represent the input signal. We propose a nonlinear delay line where each stage of the delay line adapts its time constant so that the average power at the output of the stage is a constant fraction of the power at the input to the stage. Since this adaptation is independent of the Mean Square Error, there are no problems with local minima in the search space. Furthermore, since each stage adapts its own time constant, the delay line is able to represent signals that contain a wide variety of time scales. We discuss both discrete- and continuous-time realizations of this method. Finally, we are developing analog VLSI hardware to implement these nonlinear delay lines. Such an implementation will provide fast, inexpensive, and low-power solutions for many adaptive signal processing applications
Keywords :
VLSI; adaptive filters; analogue integrated circuits; continuous time filters; delay circuits; delay lines; discrete time filters; nonlinear filters; adaptive signal processing; analog VLSI hardware; continuous-time filter; discrete-time filter; gamma filter; mean square error; nonlinear delay line; self-adapting time constant; short-term memory; transversal filter; Adaptive filters; Adaptive systems; Delay lines; Echo cancellers; Filtering; Finite impulse response filter; Mean square error methods; Nonlinear filters; System identification; Transversal filters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 1997. Computational Cybernetics and Simulation., 1997 IEEE International Conference on
Conference_Location :
Orlando, FL
ISSN :
1062-922X
Print_ISBN :
0-7803-4053-1
Type :
conf
DOI :
10.1109/ICSMC.1997.635422
Filename :
635422
Link To Document :
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