Buckling load prediction of laminated composite stiffened panels subjected to in-plane shear using artificial neural networks

被引:80
|
作者
Mallela, Upendra K. [1 ]
Upadhyay, Akhil [2 ]
机构
[1] Larsen & Toubro Technol Serv Ltd, Aerosp Vert, Bangalore, Karnataka, India
[2] Indian Inst Technol Roorkee, Dept Civil Engn, Roorkee 247667, Uttar Pradesh, India
关键词
Buckling; In-plane shear buckling; Laminated composites; Stiffened panels; Artificial neural networks; POLYMER COMPOSITES; CAPACITY; STRENGTH; BEHAVIOR; DESIGN;
D O I
10.1016/j.tws.2016.01.025
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Stiffened panels are basic building blocks of weight sensitive structures. Design of laminated composite stiffened panels is more involved and requires the use of an optimization approach, which needs a computationally efficient analysis tool. This paper deals with the development of an analytical and computationally efficient analysis tool using artificial neural networks (ANN) for predicting the buckling load of laminated composite stiffened panels subjected to in-plane shear loading. The database for training and testing is prepared using finite element analysis. Studies are carried out by changing the panel orthotropy ratio, stiffener depth, pitch length (number of stiffeners). Using the database, key parameters are identified and a neural network is trained. The results shows that the trained neural network can predict the shear buckling load of laminated composite stiffened panels accurately and will be very useful in optimization applications where computational efficiency is paramount. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:158 / 164
页数:7
相关论文
共 50 条
  • [1] Buckling of laminated composite stiffened panels subjected to in-plane shear: A parametric study
    Mallela, Upendra K.
    Upadhyay, Akhil
    THIN-WALLED STRUCTURES, 2006, 44 (03) : 354 - 361
  • [2] Buckling of Laminated Composite Stiffened Panels Subjected to Linearly Varying In-Plane Edge Loading
    Mallela, Upendra K.
    Upadhyay, Akhil
    INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2014, 15 (01) : 33 - 44
  • [3] Prediction of compression buckling load and buckling mode of hat-stiffened panels using artificial neural network
    Sun, Zhenya
    Lei, Zhenkun
    Bai, Ruixiang
    Jiang, Hao
    Zou, Jianchao
    Ma, Yu
    Yan, Cheng
    ENGINEERING STRUCTURES, 2021, 242
  • [4] A review on buckling of the laminated composite panel under in-plane load
    Kumar, Shashi
    Kant, Lakshmi
    Poddar, Manoj Kumar
    Yadav, Chandra Bhushan Kumar
    Kumar, Sumit
    ENGINEERING RESEARCH EXPRESS, 2024, 6 (02):
  • [5] Buckling response of laminated composite stiffened plates subjected to partial in-plane edge loading
    Patel, S. N.
    Sheikh, A. H.
    INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2016, 17 (5-6) : 322 - 338
  • [6] Optical measurement on dynamic buckling behavior of stiffened composite panels under in-plane shear
    Lei, Zhenkun
    Bai, Ruixiang
    Tao, Wang
    Wei, Xiao
    Leng, Ruijiao
    OPTICS AND LASERS IN ENGINEERING, 2016, 87 : 111 - 119
  • [7] Experimental and numerical investigation on the detailed buckling process of similar stiffened panels subjected to in-plane compressive load
    Kong, Xiangshao
    Yang, Yi
    Gan, Jin
    Yuan, Tian
    Ao, Lei
    Wu, Weiguo
    THIN-WALLED STRUCTURES, 2020, 148 (148)
  • [8] Dynamic instability analysis of laminated composite stiffened shell panels subjected to in-plane harmonic edge loading
    Patel, SN
    Datta, PK
    Sheikh, AH
    STRUCTURAL ENGINEERING AND MECHANICS, 2006, 22 (04) : 483 - 510
  • [9] Buckling of flat laminated glass panels under in-plane compression or shear
    Bedon, Chiara
    Amadio, Claudio
    ENGINEERING STRUCTURES, 2012, 36 : 185 - 197
  • [10] Buckling of optimised curved composite panels under shear and in-plane bending
    Featherston, C. A.
    Watson, A.
    COMPOSITES SCIENCE AND TECHNOLOGY, 2006, 66 (15) : 2878 - 2894