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Metaheuristic algorithms for the design of multiplier-less non-uniform filter banks based on frequency response masking

机译:基于频率响应屏蔽的无乘子非均匀滤波器组设计的元启发式算法

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In this paper,multiplier-less nearly perfect reconstruction tree structured non-uniform filter banks (NUFB) are proposed. When sharp transition width filter banks are to be implemented, the order of the filters and hence the complexity will become very high. The filter banks employ an iterative algorithm which adjusts the cut off frequencies of the prototype filter, to reduce the amplitude distortion. It is found that the proposed design method, in which the prototype filter is designed by the frequency response masking method, gives better results when compared to the earlier reported results, in terms of the number of multipliers when sharp transition width filter banks are needed. To reduce the complexity and power consumption for hardware realization, a designmethod whichmakes theNUFBtotally multiplier-less is also proposed in this paper. The NUFB is made multiplierless by converting the continuous filter bank coefficients to finite precision coefficients in the signed power of two space. The filter bank with finite precision coefficients may lead to performance degradation. This calls for the use of suitable optimization techniques. The classical gradient based optimization techniques cannot be deployed here, because the search space consists of only integers. In this context, metaheuristic algorithm is a good choice as it can be tailor made to suit the problem under consideration. Thus, this design method results in near perfect NUFBs which are simple and multiplier-less and have linear phase and sharp transition width with very low aliasing. Also, different non-uniform bands can be obtained from the tree structured filter bank by rearranging the branches.
机译:本文提出了一种无乘数近乎完美的重构树结构非均匀滤波器组(NUFB)。当要实现尖锐的过渡宽度滤波器组时,滤波器的阶数和复杂度将变得非常高。滤波器组采用迭代算法,该算法可调整原型滤波器的截止频率,以减少幅度失真。结果发现,与先前报道的结果相比,所提出的设计方法(其中原型滤波器是通过频率响应掩蔽方法设计的)与需要报告的结果相比,在需要陡峭过渡宽度滤波器组时的乘法器数量方面具有更好的结果。为了降低硬件实现的复杂度和功耗,还提出了一种使NUFB完全不乘数的设计方法。通过将连续滤波器组系数转换为两个空间的有符号幂的有限精度系数,可以使NUFB无倍数。精度系数有限的滤波器组可能会导致性能下降。这要求使用合适的优化技术。由于搜索空间仅包含整数,因此无法在此部署基于经典梯度的优化技术。在这种情况下,元启发式算法是一个不错的选择,因为可以对其进行定制以适合所考虑的问题。因此,这种设计方法产生了近乎完美的NUFB,这些NUFB简单且无乘法器,具有线性相位和陡峭的过渡宽度,且混叠非常低。另外,通过重新排列分支,可以从树状滤波器组中获得不同的不均匀频带。

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