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Model penicillin fermentation by least squares support vector machine with tuning based on amended harmony search
  • ISSN号：2095-6983
  • 期刊名称：《控制理论与技术：英文版》
  • 时间：0
  • 分类：TP391[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构：[1]东北大学信息科学与工程学院,辽宁沈阳110819, [2]辽宁省电力有限公司,辽宁沈阳110014
  • 相关基金：国家自然科学基金资助项目（61273155）.
作者： Hai-Bin Ou Yang[1], Steven Li[2], Ping Zhang[3]
关键词： 无参数变异, 二进制编码, 差分进化, 0—1背包问题, 二次贪婪变换, parameterless mutation, binary code, differential evolution, 0-1 knapsack problem, quadratic greedy transform
中文摘要：

鉴于差分进化算法在解决复杂连续问题上的优良性能，针对0—1变量的特点，提出了一种用于求解0—1规划问题的二进制差分进化算法（BDEPM）．与采用离散变换和逻辑运算的改进算法相比，BDEPM算法中的变量采用二进制编码方式，在进化过程中无需变异率，即可根据个体问的差异直接在离散域内进行变异，算法的思路清晰、结构简单、控制参数少、易于理解和实现．将BDEPM用于求解0—1背包问题，针对其约束提出了一种二次贪婪变换的修复策略，两个背包实例的仿真对比实验验证了BDEPM算法的优越性．

英文摘要：

Owing to the superior performance on dealing with the complicated continuous problems, a binary differential evolution algorithm named BDEPM was proposed to solve 0-1 programming problem on account of characteristics of the 0-1 variables. Compared with discrete transform and logical operations, in the proposed method, the scaling factor was not required in the evolutionary process and binary mutation was directly carried out only on the basis of the differences between two individuals. The binary coded BDEPM algorithm was easy to understand, and it was implemented with a simple structure and less control parameters. A repair strategy based on quadratic greedy transform was put forward to handle the constraints when the BDEPM algorithm was applied to the solve 0-1 knapsack problems. Experimental results of two instances validated the superiority of the BDEPM algorithm.

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期刊信息
  • 《控制理论与技术：英文版》
  • 主管单位:国家教育部
  • 主办单位:华南理工大学 中科院数学与系统科学研究院
  • 主编：胡跃明
  • 地址：广州市天河区五山路381号华南理工大学
  • 邮编：510640
  • 邮箱：jcta@scut.edu.cn
  • 电话：020-87111464
  • 国际标准刊号：ISSN：2095-6983
  • 国内统一刊号：ISSN：44-1706/TP
  • 邮发代号:46-319
  • 获奖情况:
  • 国内外数据库收录:
  • 美国数学评论（网络版）,德国数学文摘,荷兰文摘与引文数据库,美国工程索引
  • 被引量:69