Support vector machine based aerodynamic analysis of cable stayed bridges

被引:35
作者
Lute, Venkat [1 ]
Upadhyay, Akhil [1 ]
Singh, K. K. [1 ]
机构
[1] Indian Inst Technol, Dept Civil Engn, Roorkee 247667, Uttar Pradesh, India
关键词
Flutter derivatives; Flutter velocity; Support vector machine; Cable stayed bridge; Aerodynamic; FLUTTER; DERIVATIVES;
D O I
10.1016/j.advengsoft.2009.01.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Flutter, a self-excited vibration resulting from the interaction between structural motion and aerodynamic force, is the major aspect in wind resistant design of cable stayed bridges. The critical speed for flutter of a deck section can be evaluated using the flutter derivatives obtained by sectional model testing of the bridge deck in a wind tunnel. Since it is very expensive, time consuming and laborious to conduct wind tunnel tests for all the practical dimensions of deck, the support vector machine (SVM) is applied for predicting the flutter derivatives for any deck size. The wind tunnel experimental data is collected from literature and SVM is trained. Thus predicted flutter derivatives are used for estimation of critical flutter velocity of cable stayed bridges. The effect of each aerodynamic derivative on flutter instability is investigated in this study. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:830 / 835
页数:6
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