Table 9 Comparison between proposed and existing Protection schemes.

From: Enhancing HVDC transmission line fault detection using disjoint bagging and bayesian optimization with artificial neural networks and scientometric insights

Method

Data length (ms)

Noise (db)

Max. fault resistance

Max. cable length (km)

Converter feature

DC-link voltage

Response time (ms)

Keynote

If does threshold fail?

ANN7

1a and 6b

50

100

200

12 Pulse -VSC

± 100

< 4.5

Fault impedance ranges from 0.01 to 100

It depends on the backup protection

ANN17

10

NA

50

200

Haflt bridge -MMC

± 320

< 14.3c

Response time is very slow due to the considerable data length

It depends on the backup protection

ANN9

1.5

18

350

240

Haflt bridge -MMC

± 500

< 2.5 

Mal-operate under higher fault resistance > 350 Ω

It depends on the backup protection

Proposed

solution

1

20

400

200

Haflt bridge -MMC

± 320

< 1.25

Shortest data length can detect fault accurately as high as 400Ω

It would be detected in the next segment as the accuracy of every threshold is 100%

  1. a For DC fault detection window.
  2. b For fault allocation window.
  3. c For DC faults window.