Study on the model reduction for flexible structure based on clustering algorithm and DOFs concentration

被引:0
|
作者
Li, Cheng-Tao [1 ]
Xiao, Yi-Qing [1 ]
Ou, Jin-Ping [2 ,3 ]
机构
[1] Shenzhen Graduate, School Harbin Institute of Technology, Shenzhen 518055, China
[2] Faculty of Infrastructure Engineering, Dalian University of Technology, Dalian 116024, China
[3] School of Civil Engineering, Harbin Institute of Technology, Harbin 150001, China
关键词
Flexible structures - Clustering algorithms - Dynamic loads - Structural dynamics - Reduction;
D O I
暂无
中图分类号
学科分类号
摘要
A model reduction method by which the concentration of dynamical similar DOFs is auto-conducted with k-means clustering algorithm is proposed. Considering the space distribution of the dynamic loads, the method to select important modes of original model based on modal participation factor is proposed, and the omission of DOFs in the secondary directions is discussed. According to the similarity of the mode shape values in important modes the DOFs are auto-clustered using clustering algorithm. Starting from the definition of the entries in flexibility matrix, the flexible reduction common formula is induced with the explicit original model, and the positive definiteness, symmetry and orthogonality relationship of the reduced matrices are proved. At last, an example reducing a 40-storey concrete frame containing 240 DOFs to a model containing 8 DOFs shows the efficiency of the reduction method and the reasonability of the assessment indices.
引用
收藏
页码:236 / 241
相关论文
共 50 条
  • [21] Study on Music Emotion Recognition Based on the Machine Learning Model Clustering Algorithm
    Xia, Yu
    Xu, Fumei
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [22] A Parallel Attribute Reduction Algorithm based on Affinity Propagation Clustering
    Zhu, Hong
    Ding, Shifei
    Xu, Xinzheng
    Xu, Li
    JOURNAL OF COMPUTERS, 2013, 8 (04) : 990 - 997
  • [23] A Semi-supervised Clustering Algorithm Based on Rough Reduction
    Lin, Liandong
    Qu, Wei
    Yu, Xiang
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 5427 - +
  • [24] A clutter reduction algorithm based on clustering for active sonar systems
    Kwak, ChulHyun
    Cheong, Myoung Jun
    Ahn, Jae-Kyun
    JOURNAL OF THE ACOUSTICAL SOCIETY OF KOREA, 2016, 35 (02): : 149 - 157
  • [25] Fuzzy Rough Clustering Analysis Algorithm Based on Attribute Reduction
    Ouyang, Hao
    Wang, Zhi Wen
    Huang, Zhen Jin
    Hu, Wei Ping
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SENSING AND IMAGING, 2018, 2019, 606 : 1 - 13
  • [26] Incremental clustering algorithm based on rough reduction for data stream
    College of Computer Science and Technology, Harbin Engineering University, Harbin 150001, China
    Xinan Jiaotong Daxue Xuebao, 2009, 5 (637-643+653):
  • [27] Study on the model order reduction of flexible beam based on nonlinear Galerkin method
    Man, Xingbo
    Wu, Xiaohong
    Sun, Qing
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2015, 49 (07): : 113 - 119
  • [28] Text Clustering Algorithm Based on Semantic Graph Structure
    Bai, Qiuchan
    Jin, Chunxia
    PROCEEDINGS OF 2016 9TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2016, : 312 - 316
  • [29] An adaptive dual clustering algorithm based on hierarchical structure: A case study of settlement zoning
    Liu, Yaolin
    Wang, Xiaomi
    Liu, Dianfeng
    Liu, Leilei
    TRANSACTIONS IN GIS, 2017, 21 (05) : 916 - 933
  • [30] Design of K-Means Clustering Algorithm Based on Distance Concentration
    Liu, Tao
    Dai, Guiping
    Zhang, Li
    Wang, Zhijie
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON ELECTRONIC COMMERCE AND SECURITY, VOL II, 2009, : 256 - +