A Dynamic Modeling Method of Dam Safety Early-Warning Model

被引:0
|
作者
Su, Huaizhi [1 ]
Fan, Zhendong [2 ]
Hu, Yuzhi [3 ]
机构
[1] Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
[2] Hohai Univ, Coll Water Conservancy & Hydropower Engn, Nanjing 210098, Peoples R China
[3] Hohai Univ, Coll Harbor Coastal & Offshore Engn, Nanjing 210098, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
dam safety; early-warning model; FCM; dynamic LSSVM;
D O I
10.4028/www.scientific.net/AMM.638-640.716
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
An early-warning model of dam safety base on Dynamic FCM-LSSVM was supported to solve the traditional model failure over time. The training set was divided into subsets with different cluster centers method by using FCM algorithm, and then every subset was trained and modeled by using LS-SVM. When making forecasts, the category of the sample belongs was determined firstly. Then the corresponding sub-type model was used to predict and updated on-line. An arch dam safety warning model of deformation was established by using the proposed method. Compared with the standard LS-SVM model, the proposed hybrid model can significantly improve the generalization ability of the model.
引用
收藏
页码:716 / +
页数:2
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