The Application of BP Neural Network in the Research of the Landslide Stability

被引：2

作者：

Li, Peng-li ^{[1
]}

Tian, Wei-ping ^{[1
]}

Li, Jia-chun ^{[1
]}

机构：

[1] Changan Univ, Minist Educ, Key Lab Special Area Highway Engn, Xian 710064, Peoples R China

来源：

ADVANCES IN INDUSTRIAL AND CIVIL ENGINEERING, PTS 1-4 | 2012年 / 594-597卷

关键词：

Landslide; BP Neural Network; Nonlinear; Stability Analysis;

D O I：

10.4028/www.scientific.net/AMR.594-597.2290

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

According to the basis of analysis of stability evaluation and prediction of landslide research status, discusses the factors influencing the stability of landslide and slope stability analysis methods; analyzing advantages and disadvantages of neural network research method, operability of evaluation of landslide stability analysis, select average slope, slope of the invading front, sliding surface slope, the maximum annual average rainfall, the recent slide situation, human engineering activities as indicators of slope stability evaluation, has established based on BP neural network landslide stability analyses and applying Matlab toolbox to train network. The error analysis result indicate the sample training result and the actual situation tally basically, prove this model can tally with the project reality.

引用

页码：2290 / 2295

页数：6

共 8 条

[1]

Cheng Xiangjun, 1995, NEURAL NETWORK ITS A, P51

[2] Determination and application of the weights for landslide susceptibility mapping using an artificial neural network [J].

Lee, S ;

Ryu, JH ;

Won, JS ;

Park, HJ .

ENGINEERING GEOLOGY, 2004, 71 (3-4) :289-302

[3]

Li Pengli, 2011, ANAL LANDSLIDE STABI

[4] Neural network-based model for assessing failure potential of highway slopes in the Alishan, Taiwan Area: Pre- and post-earthquake investigation [J].

Lin, Hung-Ming ;

Chang, Shun-Kung ;

Wu, Jian-Hong ;

Juang, C. Hsein .

ENGINEERING GEOLOGY, 2009, 104 (3-4) :280-289

[5] An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps [J].

Nefeslioglu, H. A. ;

Gokceoglu, C. ;

Sonmez, H. .

ENGINEERING GEOLOGY, 2008, 97 (3-4) :171-191

[6]

NI SH, 1995, J MICROCOMPUTERS CIV, V11, P59

[7]

Sun Branch, 1998, ROCK SLOP STAB AN

[8] Slope stability evaluation using back propagation neural networks [J].

Wang, HB ;

Xu, WY ;

Xu, RC .

ENGINEERING GEOLOGY, 2005, 80 (3-4) :302-315

← 1 →