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Automatic Defect Recognition in
Corrosion Logging using Magnetic
Imaging Defectoscopy data
Rita Gaibadullina, Bulat Zagidullin, Vladimir Bochkarev
Kazan Federal University, Kazan, Russia
Objective: To automate the search for
corrosions in oil wells according to MID
data
batteries
short sensor
(120 mm)
long sensor
(320 mm)
memory
The Magnetic Imaging Defectoscope (MID)
1 10 100
0
500
1000
1500
2000
Time, ms
Response,mV
short sensor
long sensor
Responses of the short and long MID sensors.
Casing and tubing corrosions
Algorithm of automatic corrosion
recognition:
2. Construction of binary
maps according to Drift
panels
1. Construction of Drift
panels according to MID
data
3. Making a decision on
significant deviation on
binary maps
Summary
1. The automatic defect recognition algorithm based on maximum
likelihood criterion accurately separates the defects of the 1st and
2nd barriers;
2. When configuring the algorithm to search for small intervals of
corrosion (metal loss less than 10%), lots of false defects are
present, which complicates data processing. With such
configuration, the algorithm detects 89% of the first barrier corrosions
and 93% of the second barrier corrosions.
3. The algorithm is designed to find major defects (metal loss greater
than 10%). When setting the appropriate algorithm parameters, all
defects, including a small number of false defects, are detected.
Thank you!

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  • 1. Automatic Defect Recognition in Corrosion Logging using Magnetic Imaging Defectoscopy data Rita Gaibadullina, Bulat Zagidullin, Vladimir Bochkarev Kazan Federal University, Kazan, Russia
  • 2. Objective: To automate the search for corrosions in oil wells according to MID data batteries short sensor (120 mm) long sensor (320 mm) memory The Magnetic Imaging Defectoscope (MID) 1 10 100 0 500 1000 1500 2000 Time, ms Response,mV short sensor long sensor Responses of the short and long MID sensors.
  • 3. Casing and tubing corrosions Algorithm of automatic corrosion recognition: 2. Construction of binary maps according to Drift panels 1. Construction of Drift panels according to MID data 3. Making a decision on significant deviation on binary maps
  • 4. Summary 1. The automatic defect recognition algorithm based on maximum likelihood criterion accurately separates the defects of the 1st and 2nd barriers; 2. When configuring the algorithm to search for small intervals of corrosion (metal loss less than 10%), lots of false defects are present, which complicates data processing. With such configuration, the algorithm detects 89% of the first barrier corrosions and 93% of the second barrier corrosions. 3. The algorithm is designed to find major defects (metal loss greater than 10%). When setting the appropriate algorithm parameters, all defects, including a small number of false defects, are detected.