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 …

Training and using neural networks to represent heuristic design knowledge

JD Biedermann, DE Grierson - Advances in Engineering Software, 1996 - Elsevier
The detailed stage of structural design has benefited considerably from computer
automation of the numerically intensive tasks of structural analysis, optimization and …

Neural network design for engineering applications

MY Rafiq, G Bugmann, DJ Easterbrook - Computers & Structures, 2001 - Elsevier
Computers are an integral part of day to day activities in engineering design and engineers
have utilised various applications to assist them improve their design. Although computers …

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 …

Simulating structural analysis with neural network

JL Rogers - Journal of Computing in Civil Engineering, 1994 - ascelibrary.org
Structural analysis programs used in solving design problems are often computationally
expensive. Obtaining optimal solutions typically requires numerous iterations involving …

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 …

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 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 …

Artificial neural networks in structural engineering: concept and applications

A Berrais - Engineering Sciences, 1999 - kau.edu.sa
Artificial neural networks are algorithms for cognitive tasks, such as learning and
optimization. They have the ability to learn and generalize from examples without …

Neural networks in civil engineering: a review

I Flood - Civil and structural engineering computing: 2001, 2001 - dl.acm.org
The Chapter provides an introduction to the diverse range of alternative artificial neural
networks (ANNs) currently available and the types of application they have been adopted for …