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

被引:0
作者
Wenbin Ye
Ya Jun Yu
机构
[1] Shenzhen University,School of Electronic Science and Technology
[2] Nanyang Technological University,School of Electrical and Electronic Engineering
来源
Circuits, Systems, and Signal Processing | 2016年 / 35卷
关键词
Finite impulse response (FIR); Sparsity; Greedy algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
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.
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页码:1427 / 1436
页数:9
相关论文
共 45 条
[1]  
Baran T(2010)Linear programming algorithms for sparse filter design IEEE Trans. Signal Process. 58 1605-1617
[2]  
Wei D(1995)Use of minimum-adder multiplier blocks in FIR digital filters IEEE Trans. Circuits Syst. II 42 569-577
[3]  
Oppenheim AV(2012)Peak-error-constrained sparse FIR filter design using iterative SOCP IEEE Trans. Signal Process. 60 4035-4044
[4]  
Dempster AG(2013)WLS design of sparse FIR digital filters IEEE Trans. Circuits Syst. 60 125-135
[5]  
Macleod MD(1986)Frequency-response masking approach for the synthesis of sharp linear phase digital filters IEEE Trans. Circuits Syst. 33 357-364
[6]  
Jiang A(1993)The optimum design of one- and two-dimensional FIR filters using the frequency-response masking technique IEEE Trans. Circuits Syst. II 88-95
[7]  
Kwan HK(1984)Interpolated finite impulse response filters IEEE Trans. Acoust. Speech Signal Process. 32 563-570
[8]  
Zhu Y(1996)Design of nonuniformly spaced linear-phase FIR filters using mixed integer linear programming IEEE Trans. Signal Process. 44 123-126
[9]  
Jiang A(2002)Digital filter synthesis based on an algorithm to generate all minimal signed digit representation IEEE Trans. Comput. Aided Des. 21 1525-1529
[10]  
Kwan HK(1999)A new algorithm for elimination of common subexpressions IEEE Trans. Comput. Aided Des. 18 58-68