Detection Model for Seepage Behavior of Earth Dams Based on Data Mining

被引:11
|
作者
Jiang, Zhenxiang [1 ]
He, Jinping [1 ,2 ]
机构
[1] Wuhan Univ, Sch Water Resources & Hydropower Engn, Wuhan 430072, Hubei, Peoples R China
[2] Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
FIELD;
D O I
10.1155/2018/8191802
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Seepage behavior detecting is an important tool for ensuring the safety of earth dams. However, traditional seepage behavior detection methods have used insufficient monitoring data and have mainly focused on single-point measures and local seepage behavior. The seepage behavior of dams is not quantitatively detected based on the monitoring data with multiple measuring points. Therefore, this study uses data mining techniques to analyze the monitoring data and overcome the above-mentioned shortcomings. The massive seepage monitoring data with multiple points are used as the research object. The key information on seepage behavior is extracted using principal component analysis. The correlation between seepage behavior and upstream water level is described as mutual information. A detection model for overall seepage behavior is established. Result shows that the model can completely extract the seepage monitoring data with multiple points and quantitatively detect the overall seepage behavior of earth dams. The proposed method can provide a new and reasonable means of quantitatively detecting the overall seepage behavior of earth dams.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Seepage Behavior of Earth Dams Considering Rainfall Effects
    Lee, Jong-Wook
    Kim, Jiseong
    Kang, Gi-Chun
    ADVANCES IN CIVIL ENGINEERING, 2018, 2018
  • [2] Seepage behavior assessment of earth-rock dams based on Bayesian network
    He, Lu
    Wang, Shijun
    Gu, Yanchang
    Pang, Qiong
    Wu, Yunxing
    Ding, Jiefa
    Yan, Jihao
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2021, 17 (12):
  • [3] Seepage surface in earth dams
    AEJ Alexandria Eng J, 3 (C 131):
  • [4] SEEPAGE THROUGH EARTH DAMS
    KASHEF, AAI
    JOURNAL OF GEOPHYSICAL RESEARCH, 1965, 70 (24): : 6121 - +
  • [5] Seepage flow monitoring model for rockfill-earth dams based on lag effect
    Zhang, Q.F.
    Gu, C.S.
    Wu, Z.R.
    Shuili Xuebao/Journal of Hydraulic Engineering, 2001, (02):
  • [6] STRESS AND SEEPAGE ANALYSIS OF EARTH DAMS
    LI, GC
    DESAI, CS
    JOURNAL OF GEOTECHNICAL ENGINEERING-ASCE, 1983, 109 (07): : 946 - 960
  • [7] SEEPAGE FROM SMALL EARTH DAMS
    PEPPER, RG
    AUSTRALIAN JOURNAL OF SOIL RESEARCH, 1977, 15 (01): : 39 - 50
  • [9] DETECTION OF SEEPAGE IN CRACKED DAMS
    ARRINGTON, RM
    TRANSACTIONS OF THE ASAE, 1988, 31 (03): : 701 - 705
  • [10] Control of seepage in earth dams with a vertical drain
    Djehiche, Abdelkader
    Kotchev, Konstantin
    Yantu Gongcheng Xuebao/Chinese Journal of Geotechnical Engineering, 2008, 30 (11): : 1657 - 1660