Targeted on-line modeling for an extended Kalman filter using artificial neural networks

被引:0
|
作者
Stubberud, SC [1 ]
Owen, MW [1 ]
机构
[1] Orincon Corp, San Diego, CA USA
关键词
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the authors compare implementation techniques of an extended Kalman filter that is augmented by an artificial neural network that trains on-line. The purpose of the neural network is to model mismodeled dynamics of the system that are used in the process of the extended Kalman filter. The authors compare using a neural network that augments the entire model to a neural network that targets the dynamics of specific system states. The idea is to show that targeting specific states will reduce computations while maintaining a high degree of effectiveness.
引用
收藏
页码:1019 / 1023
页数:5
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