Parameter Sensitivity and Inversion Analysis for a Concrete Face Rockfill Dam Based on CS-BPNN
Joint Authors
Gu, Chongshi
Qin, Xiangnan
Chen, Yue
Shao, Chenfei
Source
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-17, 17 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-10-23
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Abstract EN
The deformation behavior of rockfill is significant to the normal operation of concrete face rockfill dam.
Considering both the nonlinear mechanical behavior and long-term rheological deformation, the E-ν model and modified Burgers model are coupled to describe the deformation behavior of the rockfill materials.
The coupled E-ν and Burgers model contains numerous parameters with complex relationship, and an efficient and accurate inversion analysis is in demand.
The sensitivity of the parameters in the coupled E-ν and modified Burgers is analyzed using the modified Morris method initially.
Then, a new approach of parameter back analysis is proposed by combining back-propagation neutral network (BPNN) and Cuckoo Search (CS) algorithm.
The numerical example shows that parameters K, Rf, and φ0 as well as G are more sensitive to the deformation of the rockfill body.
The inversion analysis for these four parameters and η2, E2, and A as well as B in modified Burgers model is performed by the CS-BPNN algorithm.
The numerical results demonstrate that the parameters obtained with the proposed method are reasonable and its feasibility is validated.
American Psychological Association (APA)
Chen, Yue& Gu, Chongshi& Shao, Chenfei& Qin, Xiangnan. 2019. Parameter Sensitivity and Inversion Analysis for a Concrete Face Rockfill Dam Based on CS-BPNN. Advances in Civil Engineering،Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1117560
Modern Language Association (MLA)
Chen, Yue…[et al.]. Parameter Sensitivity and Inversion Analysis for a Concrete Face Rockfill Dam Based on CS-BPNN. Advances in Civil Engineering No. 2019 (2019), pp.1-17.
https://search.emarefa.net/detail/BIM-1117560
American Medical Association (AMA)
Chen, Yue& Gu, Chongshi& Shao, Chenfei& Qin, Xiangnan. Parameter Sensitivity and Inversion Analysis for a Concrete Face Rockfill Dam Based on CS-BPNN. Advances in Civil Engineering. 2019. Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1117560
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1117560