›› 2007, Vol. 28 ›› Issue (4): 807-811.

• Fundamental Theroy and Experimental Research • Previous Articles     Next Articles

Research of back analysis of geological examination based on ANN

CHENG Tao1,2,YAN Ke-qin1,DONG Bi-chang2   

  1. 1. School of Civil engineering , Huangshi Institute of Technology, Huangshi Hubei 435003, China; 2. Institute of Civil engineering and Mechanics, Huazhong University of Science and Technology, Wuhan Hubei 430074, China
  • Received:2005-05-18 Online:2007-04-10 Published:2013-09-05

Abstract: Mechanical parameters estimation and classification of soils are very important in geologic examination. On the basis of inverse problem theory, a new intelligent method combining RBF neural network and regression analysis is proposed. Then an intellectualized simulation system of soil is established, consisting of two neural networks for mechanical parameter estimation and model recognition. In the system, considering variability of physical parameters is much smaller than mechanical parameters of soils, an artificial neural network model is established to approach the function relationship of the two kinds of parameters. It is effective to reflect mechanical parameters according physical parameters. The mechanical parameters will be input vectors applied to the other network. Then, the new neural network is established; it can offer a good approach to soil classification. This intellectualized simulation system is applied to analyzing geologic examination data in Huangshi; and the results show that the method is simple and effective.

Key words: inverse problem, regression analysis, RBF neural network, mechanical parameters estimation, soil classification

CLC Number: 

  • TU 192
  • Please send e-mail to pingzhou3@126.com if you would like to read full paper in English for free. Parts of our published papers have English translations.
  • Please send e-mail to pingzhou3@126.com if you would like to read full paper in English for free. Parts of our published papers have English translations.
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