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Discussion on “Correction of soil parameters in calculation of embankment settlement using a BP network back-analysis model” By Zhi-liang Wang, Yong-chi Li, R.F. Shen [Engineering Geology 91 (2007) 168–177]

✍ Scribed by Abdulkadir Cevik


Book ID
103829078
Publisher
Elsevier Science
Year
2008
Tongue
English
Weight
106 KB
Volume
100
Category
Article
ISSN
0013-7952

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✦ Synopsis


The paper studied by Yong-chi Li and R.F. Shen (2007) includes some problems regarding the application of the proposed Neural Network (NN) approach. A very limited number of data has been used as testing set (only 3 among 52 data sets) which should be 20-30% of the database. The NN application in the study is not a function approximation problem where same input must always lead to the same output. NNs cannot be used for such an application. Moreover the generalization capability of the NN model has not been investigated. This discussion, aims to points out controversial points of the paper.


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Finite element method (FEM) have been widely used for the calculation of settlement of embankment on soft soils in the last decade. However, due to the complexity of construction, spatial inhomogeneity of soils, as well as sensitivity of numerical results to the variation of soil parameters, large d