Title :
A Modified Grey Neural Network GNNM (1, 1) Model Based on Momentun and Its Application
Author :
Shen Yan ; Bao Jie ; Sun Hongying
Author_Institution :
Coll. of Sci., Harbin Eng. Univ., Harbin, China
Abstract :
To solve the fault forecast problem caused by small samples, a model based on grey neural network GNNM (1,1) is presented. The quadratic momentum is introduced on the base of GNNM (1,1) model and the convergence of the model is proved. The experiment results show that the GNNM (1,1) model based on quadratic momentum has a better prediction results than traditional GNNM (1,1) model.
Keywords :
forecasting theory; grey systems; neural net architecture; GNNM (1, 1) model; fault forecast problem; grey neural network; quadratic momentum; Artificial neural networks; Convergence; Data models; Educational institutions; Mathematical model; Predictive models; fault forecast; gray system; neural network; quadratic momentum;
Conference_Titel :
Intelligent Systems (GCIS), 2012 Third Global Congress on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4673-3072-5
DOI :
10.1109/GCIS.2012.22
