S. No. | Algorithm | Cases Tested | Correct Classification | Incorrect Classification | Training Time (s) | ||
---|---|---|---|---|---|---|---|
No. of Samples | Accuracy (%) | No. of Samples | Inaccuracy (%) | ||||
1 | J48 | Sags | 31,436 | 99.9936 | 2 | 0.0064 | 3.26 |
Swells | 22,506 | 100 | 0 | 0 | |||
Interruptions | 5441 | 100 | 0 | 0 | |||
Unbalances | 14,263 | 99.9650 | 5 | 0.0350 | |||
No PQ problems | 326,348 | 100 | 0 | 0 | |||
Overall | 399,994 | 99.9983 | 7 | 0.0017 | |||
2 | Random Tree | Sags | 31,438 | 100 | 0 | 0 | 1.88 |
Swells | 22,506 | 100 | 0 | 0 | |||
Interruptions | 5441 | 100 | 0 | 0 | |||
Unbalances | 14,268 | 100 | 0 | 0 | |||
No PQ problems | 326,348 | 100 | 0 | 0 | |||
Overall | 400,001 | 100 | 0 | 0 | |||
3 | Random Forest | Sags | 31,438 | 100 | 0 | 0 | 22.58 |
Swells | 22,506 | 100 | 0 | 0 | |||
Interruptions | 5441 | 100 | 0 | 0 | |||
Unbalances | 14,268 | 100 | 0 | 0 | |||
No PQ problems | 326,348 | 100 | 0 | 0 | |||
Overall | 400,001 | 100 | 0 | 0 |