论文信息 - Design of Beam-Columns Using Artificial Neural Networks

Design of Beam-Columns Using Artificial Neural Networks

In this paper, manual design of beam-columns, based on the procedure adopted by american society of steel construction, is described. an attempt has been taken to apply artificial neural network to the design of steel beam-columns of hot-rolled shapes. for this purpose, a set of data have been generated using the software package staad pro, and then used in training and testing the neural network. the results showed that artificial neural network after successful learning could specify the proper sections with relatively high accuracy.

Raid Rafi Al-Nima | Abdelmaseeh Bakos Keryou | R. Al-Nima

[1] Jerzy Hoła,et al. Application of artificial neural networks to determine concrete compressive strength based on non‐destructive tests , 2005 .

[2] Dietrich Hartmann,et al. Development of an agent-based workbench supporting collaborative structural design , 2003 .

[3] Jonathan Cagan,et al. The design of novel roof trusses with shape annealing: assessing the ability of a computational method in aiding structural designers with varying design intent , 1999 .

[4] Seyyed Khandani. Engineering Design Process , 2005 .

[5] J B Alam,et al. STUDY ON THICKNESS OF TWO-WAY SLAB BY ARTIFICIAL NEURAL NETWORK , 2007 .

[6] Kwok-Wing Chau,et al. Hybrid knowledge representation in a blackboard KBS for liquid retaining structure design , 2004, Eng. Appl. Artif. Intell..

[7] B. Ramesh Babu,et al. Hybrid neural network model for the design of beam subjected to bending and shear , 2007 .

[8] B. Ramesh Babu,et al. Optimized column design using genetic algorithm based neural networks , 2006 .

[9] Daniel Graupe,et al. Principles of Artificial Neural Networks , 2018, Advanced Series in Circuits and Systems.

[10] D Kuchma. Developing non linear analysis methods for codes of practice , 2008 .

[11] Abbas Aminmansour. A New Approach for Design of Steel Beam-Columns , 2000 .

[12] Laurene V. Fausett,et al. Fundamentals Of Neural Networks , 1994 .

[13] T M M Pillai. Artificial Neural Network Based Approach for Design of RCC Columns , 2005 .