Title :
Analysis of crack stability in concrete dams with chaos optimized neural network
Author :
Bao Tengfei ; Gu Chongshi ; Wu Zhongru ; Yu Hong
Author_Institution :
State Key Lab. of Hydrol.-Water Resources & Hydraulic Eng., Hohai Univ., Nanjing, China
Abstract :
Because calculation of stress intensity factors using the finite element method of the linear elastic fracture mechanics cannot satisfy the need for the real-time monitoring and the real-time analysis of cracks in concrete dams, a four-layer neural network for calculating stress intensity factors is proposed. The neural network is improved by chaos optimization algorithm. An example is given to validate the improvement. The example shows that the optimized neural network can yield-good results.
Keywords :
concrete; cracks; dams; elasticity; finite element analysis; fracture mechanics; neural nets; optimisation; structural engineering computing; chaos optimization algorithm; chaos optimized neural network; concrete dams; crack stability; finite element method; four-layer neural network; linear elastic fracture mechanics; stress intensity factors; Artificial neural networks; Chaos; Concrete; Finite element methods; Stability analysis; Stress; Training; chaos optimization; crack; neural network; stress intensity factors;
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.2010.5583727