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基于范式转换的知识进化算法

李雪 崔颖安 崔杜武 陶永芹

计算机工程2012,Vol.38Issue(1):177-179,3.
计算机工程2012,Vol.38Issue(1):177-179,3.DOI:10.3969/j.issn.1000-3428.2012.01.056

基于范式转换的知识进化算法

Knowledge Evolutionary Algorithm Based on Paradigm Shift

李雪 1崔颖安 2崔杜武 1陶永芹3

作者信息

  • 1. 西安理工大学计算机科学与工程学院,西安710048
  • 2. 陕西师范大学国际商学院,西安710062
  • 3. 西安交通大学电子与信息工程学院,西安710049
  • 折叠

摘要

Abstract

Based on Kuhn's evolutionary epistemology idea, this paper proposes a knowledge evolutionary algorithm based on paradigm shift. The paradigm is according to the solution, and an initial knowledge base is formed. The next work is to inherit excellent knowledge individuals by inheritance operator, produce novel knowledge individuals by innovation operator, eliminate the crisis of paradigm by update operator, and accordingly realize knowledge evolution. The optimal solution of issues can be gained from the optimal knowledge individual. Experiments are taken on optimization of functions. Compared with genetic algorithm, the proposed algorithm can search the global optimal solution with less population and faster speed.

关键词

知识进化算法/范式转换/传承算子/修补算子/创新算子

Key words

knowledge evolutionary algorithm/ paradigm shift/ inheritance operator/ repair operator/ innovation operator

分类

信息技术与安全科学

引用本文复制引用

李雪,崔颖安,崔杜武,陶永芹..基于范式转换的知识进化算法[J].计算机工程,2012,38(1):177-179,3.

基金项目

国家自然科学基金资助项目(60873035) (60873035)

陕西省教育厅自然科学基金资助项目(2007JK327,2010JK736) (2007JK327,2010JK736)

计算机工程

OACSCDCSTPCD

1000-3428

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