Title :
Design and performance of combination filters for signal restoration
Author :
Gandhi, Prashant P. ; Kassam, Saleem A.
Author_Institution :
Dept. of Electr. Eng., Philadelphia Univ., Philadelphia, PA, USA
fDate :
7/1/1991 12:00:00 AM
Abstract :
A class of nonlinear moving window filters is investigated for restoration and detection of signals embedded in additive white Gaussian and non-Gaussian noise. The filters of this class, called combination filters (C-filters), use both rank-order and temporal-order information from the input observation sequence within finite processing windows to produce the outputs. A C-filter combines the characteristics of linear FIR (finite impulse response) filters and nonlinear filters of the order statistics type. The output of a C-filter in each processing window is defined to be the rank-order-dependent weighting of temporal-order data. Both analytical and training procedures for designing the C-filters are considered. To get further improvement in overall performance, the authors extend the concept of C-filters and introduce a class of generalized C-filters (GC filters) which are shown to have desirable properties. Performance characteristics of C- and GC filters in signal restoration are considered through computer simulation
Keywords :
digital filters; filtering and prediction theory; signal detection; signal synthesis; white noise; combination filters; computer simulation; finite impulse response; finite processing windows; generalised combination filters; input observation sequence; linear FIR filters; nonGaussian noise; nonlinear moving window filters; order statistics; performance characteristics; rank-order-dependent weighting; signal detection; signal restoration; temporal-order data; training procedures; white Gaussian noise; Additive noise; Additive white noise; Finite impulse response filter; Gaussian noise; Information filtering; Information filters; Nonlinear filters; Signal design; Signal detection; Signal restoration;
Journal_Title :
Signal Processing, IEEE Transactions on