期刊文献+

基于人工神经网络的城市桥梁震害评估方法 被引量:8

Seismic damage evaluation method of urban bridge based on artificial neural network
在线阅读 下载PDF
导出
摘要 为了使已有的桥梁震害评估方法适用于城市立交桥和高架桥,将桥梁结构是否规则考虑为评估模型的一项输入参数,并剔除了以往桥梁震害评估方法中不合理的影响因素以提高所提方法的可操作性。基于BP神经网络算法,以唐山地震和汶川地震中收集的54座梁式桥的震害资料作为网络训练样本,建立了梁式桥震害评估神经网络模型;通过讨论神经网络模型的泛化能力,得到了较满意的结果,表明该方法具有一定的准确度,可以应用于城市桥梁震害评估工作。 In order to adjust the existent methodology for seismic evaluation of bridges to the assessment of overpass and viaduct,as a parameter,the regularity of the bridge was considered in the assessment model.For the purpose of improving practicality of the methodology,improper influence factors which are taken into account in the existent methodology were removed.A three-layer BP neural network was built,and then trained with data of 54 bridges which were collected from literature of 1976 Tangshan earthquake and 2008 Wenchuan earthquake.The capacity of network generalization was discussed and the conclusion is that this methodology for seismic evaluation of urban bridges has proper accuracy and can be operated in practice.
出处 《世界地震工程》 CSCD 北大核心 2011年第4期7-12,共6页 World Earthquake Engineering
基金 地震行业科研专项经费项目(200808081)(201008005)(200808026)
关键词 城市桥梁 震害评估 神经网络 汶川地震 桥梁震害 urban bridge seismic damage evaluation neural network Wenchuan earthquake bridges'earthquake damage
作者简介 赵钊(1986-),男,硕士,主要从事生命线抗震研究.E-mail:zhaozha06014@veah.net
  • 相关文献

参考文献7

二级参考文献25

  • 1姜淑珍,林均岐.城市桥梁震害预测方法的探讨[J].世界地震工程,2004,20(4):64-66. 被引量:15
  • 2储诚山,张宏伟,郭军.基于遗传算法和BP神经网络的用水量预测[J].中国农村水利水电,2006(4):36-38. 被引量:24
  • 3黄龙生,姜淑珍.公路桥震害损失预测的研究[R].哈尔滨:国家地震局"八五"重点课题研究报告之一,1995.
  • 4Shinozuka M,Feng Q M,Kim H,et al.Statistical Analysis of Fragility Curves[R].New York:Multidisciplinary Center for Earthqcllake Engineering Research,University of New Yorkat Buffalo,2001.
  • 5朱美珍.公路桥梁震害预测[A].林皋主编.第三届全国地震工程会议论文集[C].大连:大连理工大学出版社,1990..
  • 6刘恢先.唐山大地震震害(三)[M].北京:地震出版社,1986..
  • 7Schaffer J D, Whitley D (ed.) . Proceedings of the Workshop on Combinations of Genetic Algorithms and Neural Networks [ C ]. 1992, Los Alamitos, CA: The IEEE Computer Society Press, 1992.
  • 8朱昱 赵成刚.人工神经元网络在桥梁震害预测中的应用.地震工程与工程振动,1995,15.
  • 9S. A. Harp, et al. Towards the genetic synthesis of neural networks[ C]// Proc. of 3rd Conf. on GA Arlington, 1989:360-369.
  • 10Jacobs R A. Increased rates of convergence through learning rate adaptation[J]. Neural networks. 1988.1 (4) :295-307.

共引文献112

同被引文献83

引证文献8

二级引证文献34

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部