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遗传编程 被引量:2

The Genetic Programming
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摘要 对遗传编程这一进化计算方法的新分支进行了系统阐述。首先介绍了遗传编程的发展背景及其生物学基础 ;接着具体叙述遗传编程的基本工作原理 ,即个体表示方法、预备工作、个体生成及基本操作等 ;然后归纳了这种自动编程系统的属性及该方法的特点。另外还描述了遗传编程系统运行中的一些现象 ,并对相关理论进行了叙述和讨论 。 The genetic programming, a new branch of the evolution calculation method is described systematically. The developing background and the biology basis of the genetic programming are introduced firstly. Then the basic operational principles of genetic programming are expounded concretely, these include individual presentation,preparation, individual generation and basic operation, etc., then the properties of the automatic programming system and the features of the method are inducted. In addition, some phenomena in operation of genetic programming system are described, and the related theories are presented and discussed.The developing trend of this domain is introduced finally.
作者 徐哲 白焰
出处 《自动化仪表》 CAS 北大核心 2002年第10期1-7,共7页 Process Automation Instrumentation
基金 教育部高等学校骨干教师资助计划资助项目(GG - 81 1 - 1 1 4 1 2 - 1 665)
关键词 遗传编程 遗传算法 进化过程 群体 个体 操作 Genetic programming Genetic algorithm Evolution process Colony Individual Operation Features
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参考文献15

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同被引文献17

  • 1徐杨,任庆生,戚飞虎.一个基于遗传编程的机器人足球系统[J].计算机仿真,2005,22(4):178-182. 被引量:3
  • 2江海燕.关于GP的研究与探索[J].山东教育学院学报,2007,22(1):96-100. 被引量:1
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  • 4Ratle A, Sebag M. Genetic Programming and Domain Know- ledge: Beyond the Limitations of Cn'ammar-Guided Machine Discovery. Parallel Problem Solving form Nature(PPSN 2000), Berlin: Springer, 2000,211-220.
  • 5KoZa, John R, Keane MA, Yu J, Bennett FH, Mydlowee W.Automatic creation of human-competitive programs and controllersby means of genetie programming. Genetic Programming and Evolvable Maehines, 2000,1( 1-2): 124-164.
  • 6Athanasios Tsakonas, Georgios Dounias, Jan Jantzen. Evolving rule - based systems in two medical domains using genetic program- ming [ J ]. Artificial Intelligence in Medicine, 2004,32 (7) : 195 - 216.
  • 7K Rodriguez - Vazquez, P J Fleming. Multi - objective genetic programming for nonlinear system identification [ J ]. Electronics Letters( S00 13 -5194), 1998,34(9) : 930 -931.
  • 8胡上序,陈德钊.观测数据的分析与出力[M].杭州:浙江大学出版社,1996.
  • 9J R Koza. Genetic Programming : on the programming of computers by means of natural selection. Cambridge [ M ] MA, USA ; MIT Press, 1992.
  • 10白焰,蒋毅恒,朱耀春,董玲,李霄飞.基于遗传编程的火电厂主汽温系统建模研究[J].系统仿真学报,2008,20(4):1076-1079. 被引量:10

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