Table 2 Detected anomalies by depth and ERF threshold.

From: A novel neural network-based framework to estimate oil and gas pipelines life with missing input parameters

Depth

Section 1

Section 2

Section 3

Section 4

Internal

External

Internal

External

Internal

External

Internal

External

80% and above

–

–

–

–

–

–

–

–

70% ≤ metal loss < 80%

–

–

–

–

–

–

–

–

60% ≤ metal loss < 70%

–

–

–

–

–

–

–

–

50% ≤ metal loss < 60%

–

–

–

2

–

–

–

–

40% ≤ metal loss < 50%

–

–

–

–

–

–

–

–

30% ≤ metal loss < 40%

14

–

1

–

4

–

–

–

20% ≤ metal loss < 30%

233

2

31

3

10

–

10

–

10% ≤ metal loss < 20%

4988

169

4092

323

987

265

203

21

Total no. of anomalies

5235

171

4124

328

1001

265

213

21

ERF

 ERF < 0.6

105

2

–

–

6

0

40

–

 0.6 ≤ ERF < 0.8

5130

169

1127

57

213

65

173

21

 0.8 ≤ ERF < 1.0

–

–

2997

271

782

200

–

–

 ERF > 1.0

–

–

–

–

–

–

–

–

Total no. of anomalies

5235

171

4124

328

1001

265

213

21