Using edge information in time-frequency representations for chirp parameter estimation

被引:1
|
作者
Bennett, NN
Saito, N
机构
[1] Schlumberger Doll Res Ctr, Ridgefield, CT 06877 USA
[2] Univ Calif Davis, Dept Math, Davis, CA 95616 USA
关键词
local Fourier basis; Hough transform; edge detection; uncertainty; randomized Hough transform; time-frequency analysis;
D O I
10.1016/j.acha.2004.11.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Time-frequency representations of a signal can provide a useful means for obtaining parameter estimates for signals consisting of various chirps. We demonstrate the utility of including edge information extracted from these time-frequency representations when using a Hough transformation to perform this task. In particular, we show that using the edge information: (1) reduces the variance of the chirp parameter estimates in the case where the chirp signal has a single component; and (2) reduces the amount of spurious cross talk results when the signal has multiple chirp components. We further demonstrate a variation of our technique that detects the onset and duration of individual chirp components. We propose this technique as a fast preprocessing step for other algorithms such as maximum likelihood estimation which can provide very accurate parameter estimates. (c) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:186 / 197
页数:12
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