Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology
Distributed temperature sensing (DTS) provides an important technology support for the earth-rock junctions of dike projects (ERJD), which are binding sites between culvert, gates, and pipes and dike body and dike foundation. In this study, a blind source separation model is used for the identificat...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Hindawi Limited
2015-01-01
|
Series: | Journal of Sensors |
Online Access: | http://dx.doi.org/10.1155/2015/281538 |
id |
doaj-24d2ed17a47d402498fd58df211793cb |
---|---|
record_format |
Article |
spelling |
doaj-24d2ed17a47d402498fd58df211793cb2020-11-25T00:10:19ZengHindawi LimitedJournal of Sensors1687-725X1687-72682015-01-01201510.1155/2015/281538281538Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing TechnologyHuaizhi Su0Meng Yang1Kunpeng Zhao2Zhiping Wen3State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University, Nanjing 210098, ChinaState Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University, Nanjing 210098, ChinaNational Engineering Research Center of Water Resources Efficient Utilization and Engineering Safety, Nanjing 210098, ChinaDepartment of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, ChinaDistributed temperature sensing (DTS) provides an important technology support for the earth-rock junctions of dike projects (ERJD), which are binding sites between culvert, gates, and pipes and dike body and dike foundation. In this study, a blind source separation model is used for the identification of leakages based on the temperature data of DTS in leakage monitoring of ERJD. First, a denoising method is established based on the temperature monitoring data of distributed optical fiber in ERJD by a wavelet packet signal decomposition technique. The temperature monitoring messages of fibers are combined response for leakages and other factors. Its character of unclear responding mechanism is very obvious. Thus, a blind source separation technology is finally selected. Then, the rule of temperature measurement data for optical fiber is analyzed and its temporal and spatial change process is also discussed. The realization method of the blind source separation model is explored by combining independent component analysis (ICA) with principal component analysis (PCA). The practical test result in an example shows that the method could efficiently locate and identify the leakage location of ERJD. This paper is expected to be useful for further scientific research and efficient applications of distributed optical fiber sensing technology.http://dx.doi.org/10.1155/2015/281538 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Huaizhi Su Meng Yang Kunpeng Zhao Zhiping Wen |
spellingShingle |
Huaizhi Su Meng Yang Kunpeng Zhao Zhiping Wen Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology Journal of Sensors |
author_facet |
Huaizhi Su Meng Yang Kunpeng Zhao Zhiping Wen |
author_sort |
Huaizhi Su |
title |
Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology |
title_short |
Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology |
title_full |
Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology |
title_fullStr |
Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology |
title_full_unstemmed |
Blind Source Separation Model of Earth-Rock Junctions in Dike Engineering Based on Distributed Optical Fiber Sensing Technology |
title_sort |
blind source separation model of earth-rock junctions in dike engineering based on distributed optical fiber sensing technology |
publisher |
Hindawi Limited |
series |
Journal of Sensors |
issn |
1687-725X 1687-7268 |
publishDate |
2015-01-01 |
description |
Distributed temperature sensing (DTS) provides an important technology support for the earth-rock junctions of dike projects (ERJD), which are binding sites between culvert, gates, and pipes and dike body and dike foundation. In this study, a blind source separation model is used for the identification of leakages based on the temperature data of DTS in leakage monitoring of ERJD. First, a denoising method is established based on the temperature monitoring data of distributed optical fiber in ERJD by a wavelet packet signal decomposition technique. The temperature monitoring messages of fibers are combined response for leakages and other factors. Its character of unclear responding mechanism is very obvious. Thus, a blind source separation technology is finally selected. Then, the rule of temperature measurement data for optical fiber is analyzed and its temporal and spatial change process is also discussed. The realization method of the blind source separation model is explored by combining independent component analysis (ICA) with principal component analysis (PCA). The practical test result in an example shows that the method could efficiently locate and identify the leakage location of ERJD. This paper is expected to be useful for further scientific research and efficient applications of distributed optical fiber sensing technology. |
url |
http://dx.doi.org/10.1155/2015/281538 |
work_keys_str_mv |
AT huaizhisu blindsourceseparationmodelofearthrockjunctionsindikeengineeringbasedondistributedopticalfibersensingtechnology AT mengyang blindsourceseparationmodelofearthrockjunctionsindikeengineeringbasedondistributedopticalfibersensingtechnology AT kunpengzhao blindsourceseparationmodelofearthrockjunctionsindikeengineeringbasedondistributedopticalfibersensingtechnology AT zhipingwen blindsourceseparationmodelofearthrockjunctionsindikeengineeringbasedondistributedopticalfibersensingtechnology |
_version_ |
1725408212799193088 |