首页|An intelligent leakage detection method for diaphragm wall joints based on fiber Bragg grating sensors and intelligent algorithms
An intelligent leakage detection method for diaphragm wall joints based on fiber Bragg grating sensors and intelligent algorithms
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NSTL
Elsevier
? 2022 Elsevier LtdThe leakage detection method based on fiber Bragg grating (FBG) sensing technology is an effective method to determine leakage points in diaphragm wall joints. However, the detection method involves cumbersome data processing which causes manual data processing errors and costs time. In this work, an intelligent leakage detection method for diaphragm wall joints based on FBG sensing signals was proposed. Firstly, a field study of the leakage detection method was carried out in a new urban expressway in Hohhot, Inner Mongolia, China. The field monitoring data were compared with test data, and characteristics of the FBG wavelength curve and mechanism of leakage detection were analyzed. In addition, four intelligent detection models including a convolutional neural network, support vector machine (SVM), decision tree, and random forest were established. Results showed that the proposed method is effective and efficient in identifying and locating leakage through diaphragm walls.
Deep learningDiaphragm wallFiber Bragg gratingLeakage assessmentLeakage detectionMachine learning
Shao Y.、Chen C.、Lu Z.、Zheng Y.、Zhang Y.
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State Key Laboratory of Geomechanics and Geotechnical Engineering Institute of Rock and Soil Mechanics Chinese Academy of Sciences
NSTL
Elsevier
