系统仿真学报 ›› 2017, Vol. 29 ›› Issue (2): 309-318.doi: 10.16182/j.issn1004731x.joss.201702010

• 仿真建模理论与方法 • 上一篇    下一篇

基于记忆原理的人际关系优化算法

苏佳, 黄光球   

  1. 西安建筑科技大学管理学院,陕西 西安 710055
  • 收稿日期:2015-05-16 修回日期:2015-07-27 出版日期:2017-02-08 发布日期:2020-06-01
  • 作者简介:苏佳(1991-),女,陕西西安,博士生,研究方向为计算智能,系统仿真。
  • 基金资助:
    自然科学基础研究计划(2015JZ010),西安市科协决策咨询课题(201517),陕西省社科基金(2014P07)

Memory Principles-based Interpersonal Relationship Optimization

Su Jia, Huang Guangqiu   

  1. Management College, Xi'an University of Architecture & Technology, Xi'an 710055, China
  • Received:2015-05-16 Revised:2015-07-27 Online:2017-02-08 Published:2020-06-01

摘要: 为求解复杂函数优化问题,基于人类记忆原理和人际关系,提出了一种新型函数优化方法,即MP-IRO算法。在该算法中,将个体分为恋人、知己、敌人、小人、陌生人5种对象类型,对应于恋爱、聚集、攻击、排斥、防御等5种行为,并构造相应的演化算子。恋爱算子能优先选择拥有长时记忆的个体,分享其表征特性;聚集算子能使个体摆脱局部最优解的陷阱;攻击算子能使个体之间活跃度增强;排斥算子能让个体远离瞬时记忆试探解方向,扩大搜索范围;防御算子能增加随机性。测试结果表明,本算法对求解复杂函数优化问题具有较高的适应性和收敛速度。

关键词: 函数优化, 群智能优化计算, 记忆原理, 人际关系, MP-IRO算法

Abstract: In order to solve the complicated function optimization problems, a new optimization algorithm was constructed based on the memory principles (MP) and interpersonal relationship (IR), namely memory principles-based interpersonal relationship optimization (MP-IRO). There are five object types in interpersonal relationship system, including lovers, friends, enemies, villains and strangers which successively correspond to loving, gathering, attacking, rejecting, defending instincts and five operators; the loving operator gives preference to individuals which memory type is long memory(LM) and shares CP with other individuals; the gathering operator could make individuals avert local optima; the attacking operator enables an individual's vitality to increase; the rejecting operator can be far from instantaneous memory to expand the search coverage; the defending operator increases the randomness. Results show that the algorithm has characteristics of strong search capability and high adaptability for the complicated function optimization problems.

Key words: function optimization, population-based intelligent optimization computation, memory principles, interpersonal relationship, MP-IRO algorithm

中图分类号: