Title :
Study of Bp neural network model to dam deformation monitoring
Author :
Tian, Zhi Sheng ; Zhang, Xing Nan ; Zhu, Qing Li ; Li, Ming Xia ; Zhao, Fang
Author_Institution :
Hohai Univ., Nanjing, China
Abstract :
BP neural network model is advanced in this paper for the analysis of dam deformation monitoring data, aiming at the limitation of traditional method of statistical model. Structure and algorithm of BP neural network model is introduced, together with the normalization of sample data. The application of this model to Taihe Reservoir Dam shows that its precision is prior to that of statistical model.
Keywords :
backpropagation; condition monitoring; dams; deformation; neural nets; statistical analysis; structural engineering computing; BP neural network model; Taihe reservoir dam; dam deformation monitoring data; statistical model; Adaptation model; Analytical models; Artificial neural networks; Data models; Mathematical model; Predictive models; Training; BP Neural Network; Dam Deformation Monitoring; Normalization;
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
DOI :
10.1109/ICNC.2010.5584597