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An intelligent displacement back-analysis method for earth-rockfill dams
- Source :
- Computers and Geotechnics. 34:423-434
- Publication Year :
- 2007
- Publisher :
- Elsevier BV, 2007.
-
Abstract
- An intelligent method for the effective displacement back-analysis of earth-rockfill dams was proposed by combining artificial neural networks and evolutionary calculation. This method employs artificial neural networks, with optimal architecture trained by the evolutionary calculation and Vogl’s algorithm, instead of the time-consuming finite element analysis. In the back analysis, the soil parameters were optimized by performing evolutionary calculations on the tested neural network. The proposed method was verified by applying it to the displacement back-analysis of two projects in China, and the influence of generation number and set size on the simulation ability of neural networks was investigated.
- Subjects :
- Engineering
Artificial neural network
business.industry
Computer Science::Neural and Evolutionary Computation
Geotechnical Engineering and Engineering Geology
Finite element method
Displacement (vector)
Computer Science Applications
Set (abstract data type)
Generation number
Back analysis
Artificial intelligence
Soil parameters
business
Intelligent control
Algorithm
Subjects
Details
- ISSN :
- 0266352X
- Volume :
- 34
- Database :
- OpenAIRE
- Journal :
- Computers and Geotechnics
- Accession number :
- edsair.doi...........15040641db51d1477ea6684846502a41
- Full Text :
- https://doi.org/10.1016/j.compgeo.2007.03.002