A dual-chain approach for bottom-up construction of wavelet filters with any integer dilation
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Detail(s)
Original language | English |
---|---|
Pages (from-to) | 204-225 |
Journal / Publication | Applied and Computational Harmonic Analysis |
Volume | 33 |
Issue number | 2 |
Publication status | Published - Sept 2012 |
Externally published | Yes |
Link(s)
Abstract
A dual-chain approach is introduced in this paper to construct dual wavelet filter systems with an arbitrary integer dilation d ≥ 2. Starting from a pair (a,̃a) of d-dual lowpass filters, with (a 0,a 1) = (a,̃a), a top-down chain of filters a 0 → a 1 →.→ar = δ is constructed with consecutive d-dual pairs (a j ,a j+1), j = 1, . , r-1, and #(a1) > #(a 2) > . > #(a r ) = 1, where δ(0) = 1 and δ(k) = 0 for all k ε Z\{0}, and #(a j ) denotes the number of filter taps of a j . This enables the formulation of the filter system (a r ; b r,1, . , b r,δ-1) =: (a r ; b r ), with b r = [δ(.-1), . , δ(.-d + 1)], to be used as the second component of the initial filter system ((a r-1; b r-1), (a r ; b r )) of the bottom-up ddual chain: ((a r-1; b r-1), (a r ; b r ))→((a r-2; b r-2), (a r-1; b r-1))→.→((a 0; b 0), (a 1; b 1)), constructed bottom-up iteratively, from j =r to j = 0, by using both the d-duality property of (a j ,a j+1), j = 0, . , r-1 and the unimodular property of the polyphase Laurent polynomial matrix associated with the filter system (a j ; b j ). Then the desired dual wavelet filter systems, associated with a and ̃a, are given by (b 1, . , b d-1) := (b 0,1, . , b 0,d-1) and ( ̃b 1, . , ̃b d-1) := (b 1,1, . , b 1, d-1). More importantly, the constructive algorithm for this dual-chain approach can be appropriately modified to preserve the symmetry property of the initial d-dual pair (a,̃a). For any dilation factor d, the dual-chain algorithms developed in this paper provide two systematic methods for the construction of both biorthogonal wavelets and bottom-up wavelets with or without the symmetry property. © 2011 Elsevier Inc.
Research Area(s)
- Biorthogonal wavelets, Bottom-up wavelet filter construction, CBC algorithm, Dual-chain method, Integer dilation, Lazy wavelets, Polyphase matrices, Symmetry property
Citation Format(s)
A dual-chain approach for bottom-up construction of wavelet filters with any integer dilation. / Chui, Charles K.; Han, Bin; Zhuang, Xiaosheng.
In: Applied and Computational Harmonic Analysis, Vol. 33, No. 2, 09.2012, p. 204-225.
In: Applied and Computational Harmonic Analysis, Vol. 33, No. 2, 09.2012, p. 204-225.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review