Prediction of Critical Buckling Load of Web Tapered I-Section Steel Columns Using Artificial Neural Networks

2021 ◽  
Author(s):  
Trong-Ha Nguyen ◽  
Ngoc-Long Tran ◽  
Duy-Duan Nguyen
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Buckling Load ◽  
Critical Buckling Load ◽  
Steel Columns ◽  
Artificial Neural

scholarly journals BUCKLING LOAD ESTIMATION OF CRACKED COLUMNS USING ARTIFICIAL NEURAL NETWORK MODELING TECHNIQUE

2012 ◽  
Vol 18 (4) ◽  
pp. 568-579 ◽  
Author(s):  
Mahmut Bilgehan ◽  
Muhammet Arif Gürel ◽  
Recep Kadir Pekgökgöz ◽  
Murat Kısa
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Artificial Neural Network ◽  
Matrix Method ◽  
Buckling Load ◽  
Computational Time ◽  
Neural Network Modeling ◽  
Critical Buckling Load ◽  
The Matrix ◽  
Artificial Neural

In this paper, buckling analysis of slender prismatic columns with a single non-propagating open edge crack subjected to axial loads has been presented utilizing the transfer matrix method and the artificial neural networks. A multi-layer feedforward neural network learning by backpropagation algorithm has been employed in the study. The main focus of this work is the investigation of feasibility of using an artificial neural network to assess the critical buckling load of axially loaded compression rods. This is explored by comparing the performance of neural network models with the results of the matrix method for all considered support conditions. It can be seen from the results that the critical buckling load values obtained from the neural networks closely follow the values obtained from the matrix method for the whole data sets. The final results show that the proposed methodology may constitute an efficient tool for the estimation of elastic buckling loads of edge-cracked columns. Also, it can be seen from the results that the computational time reduces if the proposed method is used.

FUTURE OF ARTIFICIAL NEURAL NETWORKS IN SPACE EXPLORATION AND SPACE ENGINEERING

2018 ◽  
pp. 6-11
Author(s):  
Kobiljon Kh. Zoidov ◽  
◽  
Svetlana V. Ponomareva ◽  
Daniel I. Serebryansky ◽  
◽  
...  
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Space Exploration ◽  
Artificial Neural
Sign in / Sign up

Export Citation Format

Share Document