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Hierarchical descriptors for nonstationary 1 and 2 dimensional signal processing
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Calway, Andrew David and Wilson, Roland (1987) Hierarchical descriptors for nonstationary 1 and 2 dimensional signal processing. University of Warwick. Department of Computer Science. (Department of Computer Science research report). (Unpublished)
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Abstract
The representation of signals with important local properties is considered. These signals have a degree of nonstationarity which is dependent upon the amount of localisation. Signal descriptors which seek to represent such signals must correspond in scale to the local properties in order to provide an efficient representation. A review is given of various methods that have been adopted. Although some of these have been used in specific applications, a general and computationally efficient representation is not available. A new descriptor is presented which seeks to fulfil this requirement. It combines the time and frequency representations of a signal in an optimal way by using basis functions which are maximally concentrated in both domains. This corresponds to representing the local properties of the signal. The descriptor adopts a hierarchical structure which incorporates multi-resolution in both domains so that the required amount of localisation can be determined for a given signal. This enables the descriptor to be generally applied since it is consistent with the concept of a nonstationary signal. Results of initial experiments on the descriptor are presented and the report concludes with a discussion of future investigations.
| Item Type: | Report | ||||
|---|---|---|---|---|---|
| Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering | ||||
| Divisions: | Faculty of Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Signal processing -- Digital techniques | ||||
| Series Name: | Department of Computer Science research report | ||||
| Publisher: | University of Warwick. Department of Computer Science | ||||
| Official Date: | October 1987 | ||||
| Dates: |
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| Number: | Number 108 | ||||
| DOI: | CS-RR-108 | ||||
| Institution: | University of Warwick | ||||
| Theses Department: | Department of Computer Science | ||||
| Status: | Not Peer Reviewed | ||||
| Publication Status: | Unpublished | ||||
| Publisher Statement: | A.D. Calway and R.G. Wilson, “A General Multi-Resolution Signal Descriptor and its Application to Image Analysis”, <i>EUSIPCO-88 (1988 : Grenoble, France) Signal Processing IV : Theories and Applications</i>, North-Holland, Amsterdam (1988) | ||||
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