Fast and memory-efficient algorithms for computing quadratic time-frequency distributions

被引:28
|
作者
Toole, J. M. O' [1 ,2 ]
Boashash, B. [1 ,2 ,3 ]
机构
[1] Univ Queensland, Clin Res Ctr, Herston, Qld 4029, Australia
[2] Royal Brisbane & Womens Hosp, Perinatal Res Ctr, Herston, Qld 4029, Australia
[3] Qatar Univ, Coll Engn, Doha, Qatar
关键词
Algorithms; Computational efficiency; Fast Fourier transform; Nonstationary signals; Time-frequency analysis; Time-frequency distributions; Wigner-Ville distribution; DISCRETE-TIME; DEFINITION; SIGNAL;
D O I
10.1016/j.acha.2013.01.003
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Algorithms for computing time-frequency distributions (TFDs) limit computation time by reducing numerical operations. But these fast algorithms do not reduce the memory load. This article presents four TFD algorithms to minimise both the computation and memory loads. Each algorithm is optimised for a specific kernel category. Three algorithms reduce memory by computing an exact TFD without oversampling; the fourth algorithm, for the nonseparable kernel, reduces memory by computing a decimated TFD. The separable-kernel algorithm, using a biomedical signal as an example, computes an exact TFD with only 12% of the computation load and 1% of the memory required by conventional algorithms. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:350 / 358
页数:9
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