Prediction of concrete dam deformation using artificial neural networks
Само за регистроване кориснике
2015
Конференцијски прилог (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
The goal of this paper is to assess the effectiveness of using artificial neural networks in the prediction of concrete dam deformation. The aging of dams as a concrete structures poses a significant risk for the environment, and many of them are at the stage where it is necessary to pay attention to their behaviour. Short-term term prediction of deformation is very important for rapid response in the case of any adverse events. Two examples are presented in this paper to investigate how short-term prediction of deformation can be realized by using artificial neural networks. As a comparison, a set of statistical linear regression models are established using the same data. The conclusions on the basis of the analysis and the established models are presented. The paper provides an assessment of the network structure and a comparison of neural network models for the usual concept of statistical models for the monitoring of dams.
Кључне речи:
Artificial neural network / Dam / Deformation / Multiple linear regression / Prediction / Temperature / Water levelИзвор:
Civil-Comp Proceedings, 2015, 109Издавач:
- Civil-Comp Press
Институција/група
GraFarTY - CONF AU - Radovanović, Slobodan AU - Milivojević, Vladimir AU - Cirović, V. AU - Divac, Dejan AU - Milivojević, Nikola PY - 2015 UR - https://grafar.grf.bg.ac.rs/handle/123456789/668 AB - The goal of this paper is to assess the effectiveness of using artificial neural networks in the prediction of concrete dam deformation. The aging of dams as a concrete structures poses a significant risk for the environment, and many of them are at the stage where it is necessary to pay attention to their behaviour. Short-term term prediction of deformation is very important for rapid response in the case of any adverse events. Two examples are presented in this paper to investigate how short-term prediction of deformation can be realized by using artificial neural networks. As a comparison, a set of statistical linear regression models are established using the same data. The conclusions on the basis of the analysis and the established models are presented. The paper provides an assessment of the network structure and a comparison of neural network models for the usual concept of statistical models for the monitoring of dams. PB - Civil-Comp Press C3 - Civil-Comp Proceedings T1 - Prediction of concrete dam deformation using artificial neural networks VL - 109 UR - https://hdl.handle.net/21.15107/rcub_grafar_668 ER -
@conference{ author = "Radovanović, Slobodan and Milivojević, Vladimir and Cirović, V. and Divac, Dejan and Milivojević, Nikola", year = "2015", abstract = "The goal of this paper is to assess the effectiveness of using artificial neural networks in the prediction of concrete dam deformation. The aging of dams as a concrete structures poses a significant risk for the environment, and many of them are at the stage where it is necessary to pay attention to their behaviour. Short-term term prediction of deformation is very important for rapid response in the case of any adverse events. Two examples are presented in this paper to investigate how short-term prediction of deformation can be realized by using artificial neural networks. As a comparison, a set of statistical linear regression models are established using the same data. The conclusions on the basis of the analysis and the established models are presented. The paper provides an assessment of the network structure and a comparison of neural network models for the usual concept of statistical models for the monitoring of dams.", publisher = "Civil-Comp Press", journal = "Civil-Comp Proceedings", title = "Prediction of concrete dam deformation using artificial neural networks", volume = "109", url = "https://hdl.handle.net/21.15107/rcub_grafar_668" }
Radovanović, S., Milivojević, V., Cirović, V., Divac, D.,& Milivojević, N.. (2015). Prediction of concrete dam deformation using artificial neural networks. in Civil-Comp Proceedings Civil-Comp Press., 109. https://hdl.handle.net/21.15107/rcub_grafar_668
Radovanović S, Milivojević V, Cirović V, Divac D, Milivojević N. Prediction of concrete dam deformation using artificial neural networks. in Civil-Comp Proceedings. 2015;109. https://hdl.handle.net/21.15107/rcub_grafar_668 .
Radovanović, Slobodan, Milivojević, Vladimir, Cirović, V., Divac, Dejan, Milivojević, Nikola, "Prediction of concrete dam deformation using artificial neural networks" in Civil-Comp Proceedings, 109 (2015), https://hdl.handle.net/21.15107/rcub_grafar_668 .