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进化计算研究现状(上) 被引量:9

Evolutionary Computation:A Survey of the-State-of-Arts(First Part)
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摘要 综述了与进化计算有关的概念和算法,并将进化计算粗略分为五个子类:进化算法、群智能、自组织网络、人工免疫系统等。然后对每个子类分别介绍其发展、概念、流程、应用等。讨论证实了进化计算的有效性、前瞻性和广阔的发展前景,对进一步的研究工作也进行了展望。 To survey evolutionary computation more widely and more concisely for the freshmen to learn faster, this paper expatiated the pertinent concept and algorithms, the width and length of which can reach as far as what the discipline covered. Moreover, the area of the subject was divided into five sub-classes, namely, evolutionary algorithm, swarm intelligence, selforganizing network, artificial immune system, and others. Then, we gave detailed discussions on each subclass about their corresponding history of development, concept, processing flow, and application fields, etc. The discussions validated the efficiency and prospectiveness. Finally, the future research work was expected.
出处 《电脑开发与应用》 2009年第12期1-5,共5页 Computer Development & Applications
基金 国家自然科学基金(60872075) 高等学校科技创新工程重大项目培育基金项目(706028) 江苏省自然科学基金(BK2007103) 东南大学优秀博士学位论文基金(YBJJ0908) 河海大学青年科技基金资助项目(08D002-04)
关键词 进化计算 进化算法 群智能 自组织理论 人工免疫系统 差分进化 和谐搜索 文化算法 evolutionary computation, evolutionary algorithm, swarm intelligence, self-organizing theory, artificial immune system, differential evolution, harmony search, cultural algorithm
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