| 基于网格的混合神经网络计算平台研究与实现 |
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| 引用本文： | 区永强,肖南峰. 基于网格的混合神经网络计算平台研究与实现[J]. 计算机工程与设计, 2010, 31(7) |
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| 作者姓名： | 区永强 肖南峰 |
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| 作者单位： | 华南理工大学计算机科学与工程学院,广东,广州,510641 |
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| 基金项目： | 国家自然科学基金，中国民用航空总局联合基金，广东省自然科学基金重点项目 |
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| 摘 要： | 为了模仿人脑的复杂功能,把各种相关类型的神经网络组织起来,形成一个大规模混合神经网络.根据此需求,使用自主研发的LabGrid技术开发了一个基于网格的混合神经网络计算平台,利用该平台设计了一种新的混合神经网络分类系统来对该平台进行测试.测试结果表明,该平台具有较高的效率和良好的容错性.与其它分类系统比较可知,该分类系统有较高的准确率,从而证明了模仿人脑建立大规模混合神经网络分类系统的可行性和有效性.
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| 关 键 词： | 混合神经网络 大规模 计算平台 分类系统 |
Research of grid-based computingplatform for hybrid neuralnetworks and it's implementation |
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| OU Yong-qiang,XIAO Nan-feng. Research of grid-based computingplatform for hybrid neuralnetworks and it's implementation[J]. Computer Engineering and Design, 2010, 31(7) |
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| Authors: | OU Yong-qiang XIAO Nan-feng |
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| Affiliation: | OU Yong-qiang,XIAO Nan-feng(School of Computer Science , Engineering,South China University of Technology,Guangzhou 510641,China) |
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| Abstract: | In order to imitate the complex function of a brain,it is necessary to combine different kinds of neural networks to form a large-scale of hybrid neural network.According to this requirement,the LabGrid technique is used to develop the grid-based computing platform for the hybrid neural network,and a new hybrid neural network classifier system is designed to test the platform.The experi-mental results show that the platform is efficiency and fault-tolerant.And compared with other classifier system,the new c... |
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| Keywords: | LabGrid hybrid neural network large-scale LabGrid computing platform classifier system |
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