Design of optimal high pass and band stop FIR filters using adaptive Cuckoo search algorithm

被引:24
|
作者
Sarangi, Shubhendu Kumar [1 ]
Panda, Rutuparna [2 ]
Das, Pradeep Kumar [2 ]
Abraham, Ajith [3 ]
机构
[1] Siksha O Anusandhan Univ, Dept Elect & Instrumentat Engn, ITER, Bhubaneswar, India
[2] VSS Univ Technol, Dept Elect & Telecommun Engn, Burla 768018, India
[3] Sci Network Innovat & Res Excellence, Machine Intelligence Res Labs, MIR Labs, Auburn, WA 98071 USA
关键词
Optimal FIR filter design; Adaptive cuckoo search; PARTICLE SWARM OPTIMIZATION; DIFFERENTIAL EVOLUTION;
D O I
10.1016/j.engappai.2018.01.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an efficient design of digital FIR high pass and band stop filters using an adaptive cuckoo search algorithm (ACSA). The important features of ACSA are (i) the step size is independent and (ii) it is accurately decided from the current fitness value. The step size is decided according to the current fitness value within the iteration process. This increases the convergence speed. The other five global optimizers are also used for optimization. The optimal solutions obtained by the ACSA are compared with the other global optimizers. CEC 2005 benchmark test functions are considered for the comparison. The results are compared in terms of the convergence speed, accuracy, deviation from the desired response, minimum stop-band attenuation and maximum pass-band attenuation. The statistical analysis, i.e. t-Test is performed to claim the superiority of the proposed approach. The simulation results presented in this paper reveal the fact that the performance of the ACSA is better than the other algorithms. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:67 / 80
页数:14
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