An improved global-best-driven flower pollination algorithm for optimal design of two-dimensional FIR filter

被引:6
|
作者
Dhabal, Supriya [1 ]
Venkateswaran, Palaniandavar [2 ]
机构
[1] Netaji Subhash Engn Coll, Dept Elect & Commun Engn, Kolkata 700152, W Bengal, India
[2] Jadavpur Univ, Dept Elect & Tele Commun Engn, Kolkata 700032, W Bengal, India
关键词
2D FIR filter; Optimization; Mini-max design; Flower pollination algorithm; PARTICLE SWARM OPTIMIZATION; BEE COLONY ALGORITHM; DIGITAL-FILTERS; CUCKOO SEARCH; MCCLELLAN TRANSFORMATION; 1-D;
D O I
10.1007/s00500-018-3484-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The design of two-dimensional (2D) digital filter is a higher-order, nonlinear, and multi-modal optimization problem. This paper presents an improved Global-best-driven Flower Pollination Algorithm, named as GFPA, for the design of 2D Finite Impulse Response (FIR) filters. Two methods have been proposed-the first method minimizes the weighted square error via GFPA and the second method finds the coefficients of one-dimensional FIR filter by GFPA before McClellan transformation. The performance of proposed algorithm has been compared with state-of-the-art algorithms and the simulation results show significant improvements. For the design of a 15x15 circular symmetric filter, an average reduction of 55% in fitness function evaluation and 72% in execution time is observed. Further, the experiment on CEC 2014 benchmark functions demonstrates better optimal solution than existing algorithms.
引用
收藏
页码:8855 / 8872
页数:18
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