Title :
A noise reduction method for chaotic signals
Author :
Lee, Chungyong ; Williams, Douglas B.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
An iterative method for reducing noise in contaminated chaotic signals is proposed. This method estimates the deviation of the observed signal from the nearest noise-free signal satisfying the system dynamics in order to get a noise-reduced (or enhanced) signal. To calculate the deviation we minimize a cost function composed of two parts: one containing information that represents how close the enhanced signal is to the observed signal and another including constraints that fit the dynamics of the system. This method has a simple structure and is flexible in the choice of the parts of the cost function. The proposed method is compared with Farmer´s method which is known to have good performance in mild signal-to-noise ratios but has a more complex structure
Keywords :
chaos; interference suppression; iterative methods; noise; signal processing; Farmer´s method; chaotic signals; cost function; enhanced signal; iterative method; mild signal-to-noise ratios; nearest noise-free signal; noise reduction method; performance; Chaos; Chaotic communication; Digital signal processing; Iterative methods; Noise reduction; Nonlinear dynamical systems; Shadow mapping; Signal processing; Signal processing algorithms; Signal to noise ratio;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480490