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作者机构:NIT Durgapur Dept Elect & Commun Engg Durgapur India NIT Durgapur Dept Elect Engg Durgapur W Bengal India
出 版 物:《COMPUTERS & ELECTRICAL ENGINEERING》 (计算机与电工)
年 卷 期:2014年第40卷第4期
页 面:1265-1285页
核心收录:
学科分类:0808[工学-电气工程] 08[工学] 0812[工学-计算机科学与技术(可授工学、理学学位)]
主 题:SEARCH algorithms IMPULSE response SYSTEM identification METAHEURISTIC algorithms PROBLEM solving COMPUTER simulation
摘 要:In this paper, optimal sets of filter coefficients are searched by a meta-heuristic optimization technique called Harmony Search (HS) algorithm for infinite impulse response (IIR) system identification problem. For different optimization problems, HS algorithm undergoes three basic rules;namely Random Selection (RS), Harmony Memory Consideration (HMC), and Pitch Adjustment (PA) rules, which are inspired from the process that the musicians use to improvise a perfect state of harmony with the consummate skill of blending notes in tune. With the help of the properly selected control parameters, a perfect balance is achieved in exploration and exploitation in searching phases. The detailed analysis of simulation results emphasizes the strength of HS algorithm to find the near-global optimal solution, quality of convergence profile and the speed of convergence while tested against standard benchmark examples for same and reduced order models. (c) 2014 Elsevier Ltd. All rights reserved.