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CAS IR Grid
机构
自动化研究所 [2]
长春光学精密机械与物... [1]
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OAI收割 [3]
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会议论文 [1]
学位论文 [1]
期刊论文 [1]
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2015 [1]
2014 [1]
2011 [1]
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An identifying function approach for determining parameter structure of statistical learning machines
期刊论文
OAI收割
NEUROCOMPUTING, 2015, 卷号: 162, 页码: 209-217
作者:
Ran, Zhi-Yong
;
Hu, Bao-Gang
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浏览/下载:29/0
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提交时间:2015/09/17
Identifying function
Structural identifiability
Statistical learning machine
Kullback-Leibler divergence
Parameter redundancy
Reparameterization
知识与数据驱动机器学习模型的参数可辨识性理论研究
学位论文
OAI收割
工学博士, 中国科学院自动化研究所: 中国科学院大学, 2014
作者:
冉智勇
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浏览/下载:228/0
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提交时间:2015/09/02
可辨识性
参数冗余
信息论
Kullback_Leibler 散度
最优化理论
辨识函数
identifiability
parameter redundancy
information theory
Kullback-Leibler divergence
optimization theory
identifying function
Research on the identification for a nonlinear system (EI CONFERENCE)
会议论文
OAI收割
International Conference on Optical, Electronic Materials and Applications 2011, OEMA 2011, March 4, 2011 - March 6, 2011, Chongqing, China
作者:
Liu J.
;
Jia P.
;
Liu J.
;
Liu J.
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浏览/下载:32/0
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提交时间:2013/03/25
The characteristic of the drift error of inertial platform is a high-order nonlinear dynamic system
using the neural networks' abilities of universal approximation of differentiable trajectory and capturing system dynamic information
this paper presents the drift error identifying project of inertial platform based on Elman networks structure. First
the drift error model of inertial platform is established
after selecting the input and output for network
momentum and alterable speed algorithm is used to speed up the network convergence. On the basis of the algorithm
the extended nonlinear node function in the hidden network does not only improve the learning speed of network
but also satisfies the need of accuracy on system identification. Through the drift error data measured on inertial platform
the training result shows that the scheme achieves satisfied identification results. (2011) Trans Tech Publications.