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Weight Optimization of a Truss Structure Using Rao Algorithms and Their Variants Read chapter Read first chapter

2021 | OriginalPaper | Chapter

Application of Artificial Neural Network for Recovering GPS—RTK Data in the Monitoring of Cable-Stayed Bridge Deformation

Authors : Thuy Linh Nguyen, Huu Hung Nguyen

Published in: Structural Health Monitoring and Engineering Structures

Publisher: Springer Singapore

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Abstract

GPS in the cable-stayed bridge monitoring system is used to provide overall deformation measurements of the bridge. During GPS data acquisition, data may be lost under the impact of various factors. This paper investigates the application of the artificial neuron network (ANN) method to recover lost GPS data under the influence of factors such as wind speed, air temperature, and stress of structure. Monitoring data of an actual cable-stayed bridge were extracted for study. The proposed method results are compared with actual monitoring data to evaluate the accuracy. These results indicate that GPS—RTK data supplemented by the ANN method completely ensure accuracy and reliability.

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previous chapter Optimization of Processing Parameters of Primary Phase Particle Size of Cooling Slope Process for Semi-solid Casting of ADC 12 Al Alloy
next chapter Estimation of Cable Tension with Unknown Parameters Using Artificial Neural Networks
Literature
1.
Kaloop, M.R., Li, H.: Monitoring of bridge deformation using GPS technique. KSCE J. Civil Eng. 13(6), 423–431 (2009)CrossRef
2.
Kaloop, M.R., Elbeltagi, E., Hu, J.W., Elrefai, A.: Recent advances of structures monitoring and evaluation using GPS-time series monitoring systems: a review. ISPRS Int. J. Geo-Inf. 6, 382 (2017)
3.
Yunus, M.Z.M., Ibrahim, N., Ahmad, F.S.: A review on bridge dynamic displacement monitoring using global positioning system and accelerometer. Int. Conf. Eng. Technol. (IntCET) (2017)
4.
Jwo, D.J., Huang, H.C.: Neural network aided adaptive extended Kalman filtering approach for DGPS positioning. J. Navig. (2004)
5.
Elnabwy, M.T., Kaloop, M.R., Elbeltagi, E.: Talkha steel highway bridge monitoring and movement identification using RTK-GPS technique. Measurement 46, 4282–4292 (2013)
6.
Kaloop, M.R., Kim, D.: GPS-structural health monitoring of a long span bridge using neural network adaptive filter. Survey Rev. 46 (2014)
7.
Kaloop, M.R., Hu, J.W.: Optimizing the de-noise neural network model for gps time-series monitoring of structures. Sensors (2015)
8.
Khanh, P.Q., Manh, N.V.: Research on the application of artificial neural networks to predict the settlement of hydropower projects. J. Sci. Technol. Min. Geol. 60(4) (2019)
9.
Long, N.Q.: Evaluation of the applicability of neural networks to predict mine surface subsidence due to pit mining. Min. Sci. Technol. J. 55, 79–88 (2016)
10.
Linh, N.T., Huong, H.T.L., Hung, N.H.: Artificial intelligence (AI) application research to build a model for predicting displacement in the vertical direction of the cable-stayed bridge. J. Transp., 72–77 (2019)
11.
Huong, H.T.L., Hien, L.V.: Study on the correlation between wind, temperature, and displacement of some locations on Can Tho bridge. J. Transp. Sci. 54, 45–53 (2016)
12.
Trung, N.V., Hoc, B.X.: Cable-Stayed Bridge Monitoring System and Hammock Bridge. Construction Publishing House (2017)
13.
Nippon Koei Co. Ltd, Chodai Co, Ltd., Tedi South: Summary of design technical report for Can Tho bridge structure monitoring system (May 2010)
14.
Waszczyszyn, Zenon: Neural Networks in the Analysis and Design of Structures. Springer-Verlag Wien GmbH, Udine (1999)CrossRef
15.
Dreyfus, G.: Neural Networks Methodology and Applications. Springer-Verlag, Berlin Heidelberg, Germany (2005)MATH
Metadata
Title
Application of Artificial Neural Network for Recovering GPS—RTK Data in the Monitoring of Cable-Stayed Bridge Deformation
Authors
Thuy Linh Nguyen
Huu Hung Nguyen
Copyright Year
2021
Publisher
Springer Singapore
Book
Structural Health Monitoring and Engineering Structures

Print ISBN: 978-981-16-0944-2

Electronic ISBN: 978-981-16-0945-9

Copyright Year: 2021

DOI
https://doi.org/10.1007/978-981-16-0945-9_5