| 基于遗传算法的神经网络参数优化研究 |
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| 引用本文： | 焦纲领,王士星. 基于遗传算法的神经网络参数优化研究[J]. 数学的实践与认识, 2012, 42(11): 176-183 |
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| 作者姓名： | 焦纲领 王士星 |
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| 作者单位： | 1. 海军装备研究院,北京,100161
2. 海军航空工程学院,山东烟台264001;清华大学计算机科学与技术系,北京100084 |
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| 摘 要： | 神经网络和遗传算法是软计算领域中最重要的方法.采用MATLAB的神经网络工具箱和遗传算法工具,研究二者的结合使用,对两个工具箱的基本应用以及将二者结合的相关技术都作了介绍,并应用实例进行了分析研究,提出了使用遗传算法优化神经网络参数的不同结论,对于如何有效使用遗传算法优化神经网络具有一定的借鉴作用.
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| 关 键 词： | 遗传算法 神经网络 优化 MATLAB |
Research on Optimize Neural Network Parameters Based on Genetic Algorithm |
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| JIAO Gang-ling , WANG Shi-Xing. Research on Optimize Neural Network Parameters Based on Genetic Algorithm[J]. Mathematics in Practice and Theory, 2012, 42(11): 176-183 |
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| Authors: | JIAO Gang-ling WANG Shi-Xing |
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| Affiliation: | (2,3) (1.Naval Academy ofArmament,Beijing 100161,China) (2.Naval Aeronautical and Astronautical University,Yantyai 264001,China) (3.Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China) |
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| Abstract: | Neural networks and genetic algorithm is an important area of soft computing method.MATLAB Neural Network Toolbox and Genetic Algorithm Toolbox to study a combination of both,the two basic applications and the toolbox will be a combination of both of the related technologies have made a presentation and analysis of application examples,proposed neural network using genetic algorithm to optimize parameters of different conclusions,for the effective use of genetic algorithm to optimize neural network parameters have some reference. |
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| Keywords: | genetic algorithm neural network optimize MATLAB |
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