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结合蜉蝣算法和响应面的结构静力损伤识别

宋彦朋 陈辉 黄斌 吴志峰

计算力学学报2024,Vol.41Issue(4):702-708,7.
计算力学学报2024,Vol.41Issue(4):702-708,7.DOI:10.7511/jslx20230508001

结合蜉蝣算法和响应面的结构静力损伤识别

Structural damage identification using mayfly intelligent algorithm and static response surface model

宋彦朋 1陈辉 2黄斌 3吴志峰4

作者信息

  • 1. 武汉工程大学邮电与信息工程学院,武汉 430073
  • 2. 武汉工程大学邮电与信息工程学院,武汉 430073||武汉理工大学土木工程与建筑学院,武汉 430070
  • 3. 武汉理工大学土木工程与建筑学院,武汉 430070||武汉理工大学海南研究院,三亚 572025
  • 4. 华中科技大学土木与水利工程学院,武汉 430074
  • 折叠

摘要

Abstract

This paper presents a structural damage identification method combining the Mayfly Intelligent Search Algorithm and Static Response Surface Model(SRSM).First,a regularized optimization objective function is constructed based on the sensitivity-based static residual damage equation and displacement residual index,and then the Mayfly Intelligent Search Algorithm in the field of artificial intelligence is used to identify the damage at the structural element level.In the optimization process,in order to solve the problem of inconsistency between static load points and displacement measurement points,the static condensation and displacement extension methods are used to reconstruct the damage identification equation.At the same time,the displacement residual in the objective function is calculated by using the static displacement SRSM,which avoids the time-consuming finite element calculation and improves the optimization efficiency.The numerical example of a simply-supported simple beam shows that the proposed method is superior to the traditional Particle Swarm(PSO)or Differential Evolution(DE)algorithms in terms of optimization speed and accuracy;compared with the method based on the static residual damage equation or displacement residual index alone,the damage identification is more accurate.The static-load experiment of an aluminum alloy cantilever beam with damage further verifies the efficiency and effectiveness of the method in this paper.

关键词

蜉蝣算法/静力损伤识别/响应面/静力损伤方程/静力残差

Key words

mayfly algorithm/static damage identification/Response Surface Model/static damage equation/static residual

分类

数理科学

引用本文复制引用

宋彦朋,陈辉,黄斌,吴志峰..结合蜉蝣算法和响应面的结构静力损伤识别[J].计算力学学报,2024,41(4):702-708,7.

基金项目

国家自然科学基金(51578431 ()

51978545) ()

海南省自然科学基金(522CXTD517)资助项目. (522CXTD517)

计算力学学报

OA北大核心CSTPCD

1007-4708

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