DocumentCode
1544789
Title
Hypercomplex signals-a novel extension of the analytic signal to the multidimensional case
Author
Bulow, Thomas ; Sommer, Gerald
Author_Institution
GRASP Lab., Pennsylvania Univ., Philadelphia, PA, USA
Volume
49
Issue
11
fYear
2001
fDate
11/1/2001 12:00:00 AM
Firstpage
2844
Lastpage
2852
Abstract
The construction of Gabor´s (1946) complex signal-which is also known as the analytic signal-provides direct access to a real one-dimensional (1-D) signal´s local amplitude and phase. The complex signal is built from a real signal by adding its Hilbert transform-which is a phase-shifted version of the signal-as an imaginary part to the signal. Since its introduction, the complex signal has become an important tool in signal processing, with applications, for example, in narrowband communication. Different approaches to an n-D analytic or complex signal have been proposed in the past. We review these approaches and propose the hypercomplex signal as a novel extension of the complex signal to n-D. This extension leads to a new definition of local phase, which reveals information on the intrinsic dimensionality of the signal. The different approaches are unified by expressing all of them as combinations of the signal and its partial and total Hilbert transforms. Examples that clarify how the approaches differ in their definitions of local phase and amplitude are shown. An example is provided for the two-dimensional (2-D) hypercomplex signal, which shows how the novel phase concept can be used in texture segmentation
Keywords
Hilbert transforms; image segmentation; image texture; multidimensional signal processing; 2D hypercomplex signals; Gabor´s complex signal; Hilbert transform; analytic signal; complex signal; multidimensional signal; narrowband communication; partial Hilbert transform; real 1D signal local amplitude; real 1D signal local phase; signal processing; texture segmentation; total Hilbert transform; Computer aided software engineering; Fourier transforms; Frequency; Gabor filters; Image processing; Multidimensional signal processing; Multidimensional systems; Narrowband; Signal analysis; Signal processing;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/78.960432
Filename
960432
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