Title :
A flexible subband-based computation scheme for generalized discrete time-frequency distributions
Author :
Le, Thuyen ; Glesner, Manfred
Author_Institution :
Inst. of Microelectron. Syst., Darmstadt Univ. of Technol., Germany
Abstract :
Time-frequency distribution (TFDs) based on Cohen´s class has significant potential for the analysis of nonstationary signals. However, high computational requirement limits its use in applications where hardware resources are costly. This paper proposes an algorithm which provides mechanism to trade-off computational complexity against exactness for the computation of generalized discrete TFDs (GDTFDs). The approach employs a linear signal expansion by means of the wavelet transform to make the signal sparse, thus simplifying subsequent analysis and processing. It then restricts the accuracy of the computation to some predefined measures using the data dependent wavelet shrinkage via hard thresholding. The paper discusses the complexity of the approach and shows its efficiency under some mild constraints. The trade-off flexibility allows the implementation of the high computational tasks in a power-efficient and cost-effective way tailored to specific application demands
Keywords :
AWGN; adaptive signal processing; computational complexity; discrete wavelet transforms; time-frequency analysis; Cohen´s class; computational complexity; computational requirement; computational tasks; data dependent wavelet shrinkage; flexible subband-based computation scheme; generalized discrete TFDs; generalized discrete time-frequency distributions; hard thresholding; hardware resources; linear signal expansion; nonstationary signals; trade-off flexibility; wavelet transform; Discrete wavelet transforms; Distributed computing; Heuristic algorithms; Kernel; Microelectronics; Monitoring; Signal analysis; Signal processing; Signal processing algorithms; Time frequency analysis;
Conference_Titel :
Electronics, Circuits and Systems, 1999. Proceedings of ICECS '99. The 6th IEEE International Conference on
Conference_Location :
Pafos
Print_ISBN :
0-7803-5682-9
DOI :
10.1109/ICECS.1999.812343