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Greedy Algorithm for the Design of Linear-Phase FIR Filters with Sparse Coefficients

机译:稀疏系数线性FIR滤波器设计的贪心算法

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In this work, a greedy algorithm for the design of sparse linear-phase finite impulse response filters wherein the coefficients are successively fixed to zero individually is proposed. To meet the filter specifications, the coefficient for which the middle value of its feasible range is closest to zero is selected to be set to zero, whereas all the other unfixed coefficients are free to change. Design examples show that the proposed technique can design FIR filters with higher sparsity than that obtained by existing nonexhaustive algorithms for given specifications. To show the optimality of the algorithm, we design 100 filters, with results showing that the global optimal solution, i.e., the sparsest solution found by exhaustive search, can be achieved in most cases, but with much less computation time.
机译:在这项工作中,提出了一种用于设计稀疏线性相位有限冲激响应滤波器的贪婪算法,其中系数被逐次固定为零。为了满足滤波器规格,将其可行范围的中间值最接近零的系数选择为零,而所有其他未固定系数则可以自由更改。设计实例表明,与给定规格的现有非穷举算法相比,所提出的技术可以设计出具有更高稀疏性的FIR滤波器。为了显示算法的最优性,我们设计了100个滤波器,结果表明在大多数情况下都可以实现全局最优解,即通过穷举搜索找到的最稀疏解,但是计算时间却少得多。

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