DocumentCode :
2198814
Title :
Magnetic Flux Leakage Testing Method for Well Casing Based on Gaussian Kernel RBF Neural Network
Author :
Chen, Jinzhong ; Li, Lin ; Xu, Binggui
Author_Institution :
China Univ. of Pet., Beijing
fYear :
2008
fDate :
20-22 Dec. 2008
Firstpage :
228
Lastpage :
231
Abstract :
Well casing integrity is important for the safe operations of oil wells, and is of great significance to detect well casing defects. Magnetic Flux Leakage (MFL) Detection Technology is widely used to detect the defects of various pipelines. Because the environment where well casing is laid in is usually very complicated, the system which based on magnetic flux leakage technology is not mature yet to detect well casing defects. The method of defects detection with RBF neural network based on Gaussian kernel is studied, by which parameters of well casing defects can be recognized. The training data samples were gathered from both the simulated data sets for 3-D finite element model and measured MFL data. Detection system suitable to casing inspection is established. The experiment result indicates that the system can detect the defect and identify its parameters effectively.
Keywords :
finite element analysis; magnetic flux; nondestructive testing; oil technology; pipelines; production engineering computing; radial basis function networks; 3D finite element model; Gaussian kernel RBF neural network; magnetic flux leakage testing method; oil wells; pipeline defects detection; well casing integrity; Finite element methods; Inspection; Kernel; Leak detection; Magnetic flux leakage; Neural networks; Petroleum; Pipelines; Testing; Training data; RBF neural network; double MCU; flux leakage inspection; magnetic; magnetic circuit; well casing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Computer Theory and Engineering, 2008. ICACTE '08. International Conference on
Conference_Location :
Phuket
Print_ISBN :
978-0-7695-3489-3
Type :
conf
DOI :
10.1109/ICACTE.2008.8
Filename :
4736956
Link To Document :
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