Title :
Research on the improvement for RBF neural networks based on cloud theory
Author :
Sun, Lingfang ; Wang, Shouguo ; Xu, Ce ; Ren, Dong ; Zhang, Jian
Author_Institution :
Sch. of Autom. Eng., Northeast Dianli Univ., Jilin
Abstract :
Based on cloud theory, an improved algorithm on RBF neural networks is presented with replaced Gauss radial basic function by normal cloud model, and verification was put in effect with fouling data. The conclusion shows that the improved algorithm is superior to the classical RBF in prediction and the actual result is well. Simultaneously, the improved algorithm can be transplanted to the improvement of RBF neural networks algorithms.
Keywords :
radial basis function networks; Gauss radial basis function; RBF neural networks; cloud theory; Clouds; Neural networks; RBF; cloud theory; prediction;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4593418