Intelligent Forecasting System Based on Grey Model and Neural Network

被引:6
作者
Yang, Shih-Hung [1 ]
Chen, Yon-Ping [1 ]
机构
[1] Natl Chiao Tung Univ, Inst Elect & Control Engn, Hsinchu, Taiwan
来源
2009 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3 | 2009年
关键词
D O I
10.1109/AIM.2009.5229929
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents the design issues of two intelligent forecasting systems, feedforward-neural-network-aided grey model (FNAGM) and Elman-network-aided grey model (ENAGM). Both he FNAGM and ENAGM combine a first-order single variable grey model (GM(1,1)) and a neural network (NN). The GM(1,1) is adopted to predict signal, and the feedforward NN and the Elman network in the FNAGM and ENAGM respectively are used to learn the prediction error of the GM(1,1). Simulation results demonstrate that the intelligent forecasting systems with on-line learning can improve the prediction of the GM(1,1) and can be implemented in real-time prediction.
引用
收藏
页码:699 / 704
页数:6
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