Title :
Time-frequency analysis and noise suppression with shift-invariant wavelet packets
Author :
Cohen, Israel ; Raz, Shalom ; Malah, David
Author_Institution :
Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
Abstract :
Cross terms associated with bilinear distributions are not necessarily interpretable as interference terms. Any signal can be broken up in an infinite number of ways, each of which generates different cross terms. Therefore, it is important to choose an appropriate decomposition that separates the parts which are well delineated in the time-frequency plane. We have presented a modified Wigner distribution, where undesirable interference-terms can be eliminated while still retaining high energy concentration. A prescribed signal is expanded into a redundant library of orthonormal wavelet packet bases, from which the best decomposition is selected, and subsequently transformed into the Wigner domain. The discrimination between beneficial cross terms, which primarily enhance the useful properties of the time-frequency representation, and undesirable interference terms is determined according to the degree of adjacency and relative amplitudes of the interacting basis functions; only adjacent pairs whose coefficients are large enough are related to the same component of the signal. The balance between interference terms, concentration and computational complexity is achieved by adjusting the distance and amplitude thresholds
Keywords :
Wigner distribution; computational complexity; interference (signal); spectral analysis; time-frequency analysis; wavelet transforms; Wigner domain; amplitude threshold; bilinear distributions; computational complexity; distance threshold; interference terms; modified Wigner distribution; noise suppression; orthonormal wavelet packet bases; prescribed signal; redundant library; shift-invariant wavelet packets; time-frequency analysis; time-frequency plane; Cities and towns; Interference; Libraries; Noise reduction; Signal analysis; Signal processing; Signal resolution; Time frequency analysis; Wavelet analysis; Wavelet packets;
Conference_Titel :
Ultra-Wideband Short-Pulse Electromagnetics 4, 1998
Conference_Location :
Tel-Aviv
Print_ISBN :
0-306-46206-0
DOI :
10.1109/UWBSP.1998.818974