Zoning Elastic Modulus Inversion for High Arch Dams Based on the PSOGSA-SVM Method

Joint Authors

Gu, Chongshi
Chen, Bo
Fu, Xiao
Guo, Xuyuan
Shao, Chenfei
Qin, Xiangnan

Source

Advances in Civil Engineering

Issue

Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-13, 13 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2019-08-14

Country of Publication

Egypt

No. of Pages

13

Main Subjects

Civil Engineering

Abstract EN

Real-time monitoring of the actual elastic modulus is essential and necessary to ensure the safe operation of arch dams.

The zoning elastic modulus of a high arch dam is inversed by using deformation safety monitoring data in the operation period, based on the particle swarm optimization with gravitation search algorithm for support vector machine (PSOGSA-SVM) method.

Firstly, the measured data of multipoints with a pendulum are separated to construct the initial sample training set; then, an optimal inversion model is established to reflect the complex nonlinear relationship between the mechanical parameters of the high arch dam and the deformation of measured points; finally, the PSOGSA-SVM method is used to train and dynamically update the training set so as to realize the optimization solution of the inversion model.

The proposed inversion method is successfully applied to a high arch dam in China to verify its feasibility and validity.

The results show that the actual elastic modulus of the dam body is much larger than the initial elastic modulus, which is beneficial to structural stability.

American Psychological Association (APA)

Chen, Bo& Fu, Xiao& Guo, Xuyuan& Gu, Chongshi& Shao, Chenfei& Qin, Xiangnan. 2019. Zoning Elastic Modulus Inversion for High Arch Dams Based on the PSOGSA-SVM Method. Advances in Civil Engineering،Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1117193

Modern Language Association (MLA)

Chen, Bo…[et al.]. Zoning Elastic Modulus Inversion for High Arch Dams Based on the PSOGSA-SVM Method. Advances in Civil Engineering No. 2019 (2019), pp.1-13.
https://search.emarefa.net/detail/BIM-1117193

American Medical Association (AMA)

Chen, Bo& Fu, Xiao& Guo, Xuyuan& Gu, Chongshi& Shao, Chenfei& Qin, Xiangnan. Zoning Elastic Modulus Inversion for High Arch Dams Based on the PSOGSA-SVM Method. Advances in Civil Engineering. 2019. Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1117193

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1117193