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An improved fruit fly optimization algorithm for continuous function optimization problems

机译:求解连续函数优化问题的改进果蝇优化算法

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摘要

This paper presents an improved fruit fly optimization (IFFO) algorithm for solving continuous function optimization problems. In the proposed IFFO, a new control parameter is introduced to tune the search scope around its swarm location adaptively. A new solution generating method is developed to enhance accuracy and convergence rate of the algorithm. Extensive computational experiments and comparisons are carried out based on a set of 29 benchmark functions from the literature. The computational results show that the proposed IFFO not only significantly improves the basic fruit fly optimization algorithm but also performs much better than five state-of-the-art harmony search algorithms.
机译:本文提出了一种改进的果蝇优化算法(IFFO),用于解决连续函数优化问题。在提出的IFFO中,引入了一个新的控制参数,以自适应地调整搜索范围围绕其群体位置。开发了一种新的解决方案生成方法,以提高算法的准确性和收敛速度。基于文献中的一组29个基准函数,进行了广泛的计算实验和比较。计算结果表明,所提出的IFFO不仅大大改进了基本的果蝇优化算法,而且比五种最新的和谐搜索算法具有更好的性能。

著录项

  • 来源
    《Knowledge-Based Systems》 |2014年第5期|69-83|共15页
  • 作者单位

    State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang 110819, PR China,College of Computer Science, Liaocheng University, Liaocheng 252059, PR China;

    College of Computer Science, Liaocheng University, Liaocheng 252059, PR China;

    College of Computer Science, Liaocheng University, Liaocheng 252059, PR China;

    State Key Laboratory of Digital Manufacturing Equipment & Technology, Huazhong University of Science & Technology, Wuhan 430074, PR China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Fruit fly optimization; Evolutionary algorithms; Meta-heuristics; Continuous optimization; Harmony search;

    机译:果蝇优化;进化算法;元启发式持续优化;和谐搜索;

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