Synchrosqueezed Wave Packet Transform for 2D Mode Decomposition

This paper introduces the synchrosqueezed wave packet transform as a method for analyzing two-dimensional images. This transform is a combination of wave packet transforms of a certain geometric scaling, a reallocation technique for sharpening phase space representations, and clustering algorithms f...

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Veröffentlicht in:SIAM journal on imaging sciences 2013-01, Vol.6 (4), p.1979-2009
Hauptverfasser: Yang, Haizhao, Ying, Lexing
Format: Artikel
Sprache:eng
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Zusammenfassung:This paper introduces the synchrosqueezed wave packet transform as a method for analyzing two-dimensional images. This transform is a combination of wave packet transforms of a certain geometric scaling, a reallocation technique for sharpening phase space representations, and clustering algorithms for modal decomposition. For a function that is a superposition of several wave-like components with a highly oscillatory pattern satisfying certain separation conditions, we prove that the synchrosqueezed wave packet transform identifies these components and estimates their local wavevectors. A discrete version of this transform is discussed in detail, and numerical results are given to demonstrate the properties of the proposed transform. [PUBLICATION ABSTRACT]
ISSN:1936-4954
1936-4954
DOI:10.1137/120891113