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Improved Learning Algorithm of Hyperball CMAC and Its Convergence Analysis 被引量:3

Improved Learning Algorithm of Hyperball CMAC and Its Convergence Analysis
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摘要 An improved learning algorithm for hyperball CMAC was presented. Only one parameter is needed to determine the learning rate, and the parameter can be obtained by a self-optimizing method. The convergence of the improved learning algorithm was proved. The simulation research shows that the learning speed and the learning accuracy are both improved. An improved learning algorithm for hyperball CMAC was presented. Only one parameter is needed to determine the learning rate, and the parameter can be obtained by a self-optimizing method. The convergence of the improved learning algorithm was proved. The simulation research shows that the learning speed and the learning accuracy are both improved.
机构地区 Dept. of Automation
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2004年第3期21-24,共4页 上海交通大学学报(英文版)
基金 National High Technology Research andDevelopment Program of China ( Project 863 ,G2 0 0 1AA413 13 0 )
关键词 hyperball CMAC basis function CONVERGENCE CMAC 收敛性 学习算法 基函数
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共引文献50

同被引文献15

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