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
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
收藏
页码:2290 / 2295
页数:6
相关论文
共 50 条
  • [31] BP Neural Network Application Research in Petrochemical Tower System Corrosion Prediction
    Fan, Yuguang
    He, Min
    Lin, Hongxian
    Chen, Bing
    Zhou, Sanping
    MATERIALS SCIENCE, CIVIL ENGINEERING AND ARCHITECTURE SCIENCE, MECHANICAL ENGINEERING AND MANUFACTURING TECHNOLOGY, PTS 1 AND 2, 2014, 488-489 : 487 - 491
  • [32] An Improved BP Neural Network in Internet of Things Data Classification Application Research
    Wang, Feng
    Niu, Lei
    2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2016, : 805 - 808
  • [33] Seismic Landslide Hazard Identification and Assessment Based on BP Neural Network
    Fan, Jinsheng
    Li, Weidong
    Shan, Xinjian
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY AND ENVIRONMENTAL ENGINEERING (SEEE 2015), 2015, 14 : 183 - 185
  • [34] The use of BP neural network in the landslide prediction of Three Gorges reservoir
    Long, Haitao
    Zhang, Guodong
    Cao, Jianlong
    CIVIL, STRUCTURAL AND ENVIRONMENTAL ENGINEERING, PTS 1-4, 2014, 838-841 : 2179 - 2184
  • [35] Research and application of network status prediction based on BP neural network for intelligent production line
    Ma, Yue
    Li, Le
    Yin, Zhenyu
    Chai, Anying
    Li, Mingshi
    Bi, Zhiying
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE OF INFORMATION AND COMMUNICATION TECHNOLOGY, 2021, 183 : 189 - 196
  • [36] Visual research into BP neural network and BP intelligence algorithms
    Yang, Long
    Du, Yajun
    Chengdu Ligong Xueyuan Xuebao/Journal of Chengdu Institute of Technology, 1998, 25 (Suppl): : 97 - 106
  • [37] Research and Optimization of BP Neural Network Algorithm
    Wang Xian-ping
    2015 SEVENTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2015), 2015, : 818 - 822
  • [38] Research on the Generalization Problem of BP Neural Network
    Tian, Yanli
    Fu, Deyin
    Li, Guangzheng
    IEEE ACCESS, 2024, 12 : 125416 - 125426
  • [39] Application of BP Neural Network in the Reliability Prediction
    Jiang Wei
    Zhang Meng
    Chen Zhi-ling
    Liu Yun
    Li Ning
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3814 - 3818
  • [40] Application of BP neural network in multispectral thermometry
    Sun, XG
    Dai, JM
    Cong, DC
    Chu, ZX
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 3, 2002, : 707 - 711