DESIGN OF REINFORCED CONCRETE RECTANGULAR AND SOLID CIRCULAR COLUMNS SUBJECTED TO BIAXIAL BENDINGS USING ARTIFICIAL NEURAL NETWORKS

Authors

  • Fernando Artur Nogueira Silva Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900 http://orcid.org/0000-0003-4471-4294
  • Maria Eduarda Maia Ferreira Gomes Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900
  • Romilde Almeida de Oliveira Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900

DOI:

https://doi.org/10.14393/19834071.2016.32849

Abstract

In recent years, important advances in the field of the development of artificial intelligence tools have been obtained in practically all the areas of the scientific knowledge. The systems inspired by biological neural networks have been seen as a promising tool that is being successfully used in the solution of several problems in almost all areas of the technical-scientific knowledge. The paper explores the use of Artificial Neural Networks for design reinforced concrete sections subjected to combined axial load and biaxial bending moments. In a general way, this problem does not have an analytical solution and the computation of reinforcement is often an iterative process. In this context, the paper used Artificial Neural Networks techniques to assess the mapping between variables in reinforced concrete columns design. Feed forwad networks with back propagation training algorithm were used with more than 400 data for each type of cross section studied. Obtained results indicated good performance in real design conditions. Keywords: reinforced concrete columns, artificial neural networks, columns design.

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Author Biographies

Fernando Artur Nogueira Silva, Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900

Doutor em Engenharia Civil pela Universidade Federal de Pernambuco com Estágio no Exterior na Universidade do Minho em Portugal (2006). Atualmente é Professor Adjunto II da Universidade Católica de Pernambuco. Tem experiência na área de engenharia civil, com ênfase em mecânica das estruturas, alvenaria estrutural, estruturas de concreto armado e protendido e aço.

Maria Eduarda Maia Ferreira Gomes, Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900

Engenheira Civil.

Romilde Almeida de Oliveira, Universidade Católica de Pernambuco R. do Príncipe, 526 - Boa Vista, Recife - PE, 50050-900

Doutor em Engenharia Civil.

Published

2016-08-15

Issue

Section

Civil Engineering