长江科学院院报 ›› 2013, Vol. 30 ›› Issue (2): 6-11.DOI: 10.3969/j.issn.1001-5485.2013.02.002

• 工程安全与灾害防治 • 上一篇    下一篇

基于影响因子的GM(1,1)-BP模型在八字门滑坡变形预测中的应用

李德营,殷坤龙   

  1. 中国地质大学  工程学院,武汉 430074
  • 收稿日期:2011-12-05 修回日期:2012-01-29 出版日期:2013-02-01 发布日期:2013-02-06
  • 作者简介:李德营(1981-),男,河北玉田人,讲师,博士,主要从事滑坡灾害预测预报方面的研究
  • 基金资助:

    中央高校基本科研业务费专项资金优秀青年教师基金(CUGL100213) ;第51批中国博士后科学基金面上资助项目(2012M511707) 

Application of GM(1,1) BP Model to the Deformation Prediction of Bazimen Landslide in Consideration of Influencing Factors

LI De-ying, YIN Kun-long   

  1. Faculty of Engineering, China University of Geosciences, Wuhan 430074, China
  • Received:2011-12-05 Revised:2012-01-29 Online:2013-02-01 Published:2013-02-06

摘要:  滑坡的预测预报是世界性难题,特别是如何把外界影响因素定量计入到滑坡中长期预报模型中。在滑坡中长期预报模型适用性分析的基础上,提出了基于影响因子的GM(1,1)-BP模型,该模型能考虑库水位、降雨等外界影响因素。以三峡库区八字门滑坡为例,在八字门滑坡工程地质条件的基础上,通过对位移、库水位、降雨等监测资料的分析,系统研究了八字门滑坡的变形特征、影响因素和变形破坏模式。在确定八字门滑坡影响因子的基础上,分别采用本文模型、GM(1,1)模型和不考虑影响因子的BP神经网络对滑坡位移进行了预测研究,发现本文模型预测精度较高。

关键词: 八字门滑坡, 变形预测, 影响因子, BP模型

Abstract: Landslide prediction is a worldwide problem, especially how to quantitatively consider external influencing factors in the long-term prediction. On the basis of analyzing the applicability of long-term landslide prediction, a GM(1,1) BP model based on influencing factors was presented in which external influencing factors such as rainfall and reservoir water level fluctuation were taken into consideration. Bazimen landslide in the Three Gorges Reservoir was taken as a case study. The deformation characteristics, influencing factors, and failure mode of the landslide were investigated by analyzing the monitoring data of displacement, reservoir water level and rainfall. The influencing factors of Bazimen landslide were firstly determined, and in subsequence, the model established in the present study, the GM(1,1) model, and the BP model which does not include the influencing factors were respectively taken to predict the landslide deformation. Results show that the model established in this research has higher precision. 

Key words: Bazimen landslide, deformation prediction, influencing factor, BP model 

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