ESTIMATION OF LATERAL WALL MOVEMENTS IN BRACED EXCAVATIONS USING NEURAL NETWORKS

Citation
Atc. Goh et al., ESTIMATION OF LATERAL WALL MOVEMENTS IN BRACED EXCAVATIONS USING NEURAL NETWORKS, Canadian geotechnical journal, 32(6), 1995, pp. 1059-1064
Citations number
20
Categorie Soggetti
Geosciences, Interdisciplinary","Engineering, Civil
ISSN journal
00083674
Volume
32
Issue
6
Year of publication
1995
Pages
1059 - 1064
Database
ISI
SICI code
0008-3674(1995)32:6<1059:EOLWMI>2.0.ZU;2-8
Abstract
The growing interest in neural networks among geotechnical engineers i s due to its excellent performance in modelling nonlinear multivariate problems. This paper demonstrates that neural networks can synthesize data derived from finite element studies on braced excavations in cla ys and capture the nonlinear interactions between the variables in the system. The neural network was able to produce reasonably accurate wa ll displacement predictions after ''learning'' from examples derived f rom finite element analyses. This method has the advantage over other more conventional methods in that it can be readily retrained as addit ional data from finite element studies and actual field records are ac quired.