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Design of Two-Channel Quadrature Mirror Filter Banks Using Minor Component Analysis Algorithm
- Source :
- Circuits, Systems, and Signal Processing. 34:1549-1569
- Publication Year :
- 2014
- Publisher :
- Springer Science and Business Media LLC, 2014.
-
Abstract
- The design of two-channel quadrature mirror filter banks can be constructed based on real infinite impulse response (IIR) all-pass digital filters without yielding magnitude distortion. The design problem is first formulated as a phase optimization using IIR all-pass filters in the least-squares sense. Then the nonlinear phase optimization is further converted into solving an eigenproblem of an appropriate real, symmetric, and positive-definite matrix. In this paper, the minor component analysis algorithm based on the neural learning rule is exploited to the design of eigenfilter. When the learning algorithm achieves convergence, the weights of the neural system approximate the smallest eigenvector, which are the optimal filter coefficients of the IIR all-pass filters. The simulation results confirm that the proposed neural-based method can achieve accurate performance by incorporating the simple neural model.
Details
- ISSN :
- 15315878 and 0278081X
- Volume :
- 34
- Database :
- OpenAIRE
- Journal :
- Circuits, Systems, and Signal Processing
- Accession number :
- edsair.doi...........2ae034d768666d915d89c03e9d38d536