Effect of representation on the performance of neural networks in structural engineering applications

DJ Gunaratnam, JS Gero - Computer‐Aided Civil and …, 1994 - Wiley Online Library
The pattern‐mapping, pattern‐classification, and optimization capabilities of neural networks
have been used to solve a number of structural analysis and design problems. Most …

Neural networks in structural engineering

RD Vanluchene, R Sun - Computer‐Aided Civil and …, 1990 - Wiley Online Library
In the past few years literature on computational civil engineering has concentrated primarily
on artificial intelligence (Al) applications involving expert system technology. This article …

Neural networks in civil engineering. I: Principles and understanding

I Flood, N Kartam - Journal of computing in civil engineering, 1994 - ascelibrary.org
This is the first of two papers providing a discourse on the understanding, usage, and
potential for application of artificial neural networks within civil engineering. The present …

Neural networks in civil engineering. II: Systems and application

I Flood, N Kartam - Journal of computing in civil engineering, 1994 - ascelibrary.org
The first paper of this two-paper series developed an understanding of how artificial neural
networks work and explained the primary issues involved in their use. This second paper …

Developing practical neural network applications using back‐propagation

T Hegazy, P Fazio, O Moselhi - Computer‐Aided Civil and …, 1994 - Wiley Online Library
In the past few years, neural networks have emerged as a problem‐solving technique with
capabilities suited to many civil engineering problems. Among the various neural network …

Improving neural network models of physical systems through dimensional analysis

DJ Gunaratnam, T Degroff, JS Gero - Applied Soft Computing, 2003 - Elsevier
The paper presents a technique for generating concise neural network models of physical
systems. The neural network models are generated through a two-stage process. The first …

Representing design knowledge with neural networks

JD Biedermann - Computer‐Aided Civil and Infrastructure …, 1997 - Wiley Online Library
Neural networks have been used in a number of civil engineering applications because of
their ability to implicitly learn an input–output relationship. Typically, the applications involve …

Artificial neural networks for civil engineers: fundamentals and applications

N Kartam, I Flood, JH Garrett - 1997 - dl.acm.org
From the Publisher: This monograph provides researchers with an understanding of the
potential of artificial neural networks for solving civil engineering related problems, and …

StructNet: A neural network for structural system selection

JI Messner, VE Sanvido… - Computer‐Aided Civil and …, 1994 - Wiley Online Library
This paper describes StructNet, a computer application developed to select the most
effective structural member materials given a building project's attributes. The system …

Towards the next generation of artificial neural networks for civil engineering

I Flood - Advanced Engineering Informatics, 2008 - Elsevier
The purpose of this paper is to stimulate interest within the civil engineering research
community for developing the next generation of applied artificial neural networks. In …