Theory and design of signal-adapted FIR paraunitary filter banks

被引:66
|
作者
Moulin, P
Mihcak, MK
机构
[1] Univ Illinois, Dept Elect & Comp Engn, Urbana, IL 61801 USA
[2] Univ Illinois, Beckman Inst, Urbana, IL 61801 USA
关键词
filter banks; linear optimization; subband coding; wavelets;
D O I
10.1109/78.668546
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We study the design of signal-adapted FIR paraunitary filter hanks, using energy compaction as the adaptation criterion. We present some important properties that globally optimal solutions to this optimization problem satisfy. in particular, we show that the optimal filters in the first channel of the filter bank are spectral factors of the solution to a linear semi-infinite programming (SIP) problem. The remaining filters are related to the first through a matrix eigenvector decomposition. We discuss uniqueness and sensitivity issues, The SIP problem is solved using a discretization method and a standard simplex algorithm, We also show how regularity constraints may be incorporated into the design problem to obtain globally optimal (in the energy compaction sense) filter hanks with specified regularity. We also consider a problem in which the polyphase matrix implementation of the filter bank is constrained to be DCT based, Such constraints mar also be incorporated into our optimization algorithm; therefore, me are able to obtain globally optimal filter banks subject to regularity and/or computational complexity constraints, Numerous experiments are presented to illustrate the main features that distinguish adapted acid nonadapted filters, as well as the effects of the various constraints. The conjecture that energy compaction and coding gain optimization are equivalent design criteria is shown mat to hold for FIR filter banks.
引用
收藏
页码:920 / 929
页数:10
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