Research Article

Fault Line Selection Method of Small Current to Ground System Based on Atomic Sparse Decomposition and Extreme Learning Machine

Table 9

Fault voting result of cable line under 0°.

Fault location/kmTransition resistance/Feeder line styleAtom 1Atom 2Atom 3Atom 4Voting resultsFault line selection results

10 100Overhead line 0.9667 × 10.7125 × 10.9341 × (−1)0.7375 × 12.4167 > 0.9341Vote is healthy line
Overhead line 0.9667 × 10.7125 × 10.9341 × 10.7375 × 13.3508 > 0Vote is healthy line
Hybrid line 0.9667 × 10.7125 × 10.9341 × 10.7375 × 13.3508 > 0Vote is healthy line
Cable line 0.9667 × (−1)0.7125 × (−1)0.9341 × (−1)0.7375 × (−1)3.3508 > 0Vote is fault line

6 1000Overhead line 0.9667 × 10.7125 × 10.9341 × 10.7375 × (−1)2.6133 > 0.7375Vote is healthy line
Overhead line 0.9667 × 10.7125 × 10.9341 × 10.7375 × 13.3508 > 0Vote is healthy line
Hybrid line 0.9667 × 10.7125 × 10.9341 × 10.7375 × (−1)2.6133 > 0.7375Vote is healthy line
Cable line 0.9667 × (−1)0.7125 × (−1)0.9341 × (−1)0.7375 × (−1)3.3508 > 0Vote is fault line

10 1000Overhead line 0.9667 × 10.7125 × (−1)0.9341 × 10.7375 × 12.6383 > 0.7125Vote is healthy line
Overhead line 0.9667 × 10.7125 × (−1)0.9341 × 10.7375 × 12.6383 > 0.7125Vote is healthy line
Hybrid line 0.9667 × 10.7125 × 10.9341 × 10.7375 × (−1)2.6133 > 0.7375Vote is healthy line
Cable line 0.9667 × (−1)0.7125 × (−1)0.9341 × (−1)0.7375 × (−1)3.3508 > 0Vote is fault line

6 2000Overhead line 0.9667 × 10.7125 × 10.9341 × 10.7375 × 13.3508 > 0Vote is healthy line
Overhead line 0.9667 × 10.7125 × (−1)0.9341 × 10.7375 × 12.6383 > 0.7125Vote is healthy line
Hybrid line 0.9667 × 10.7125 × 10.9341 × 10.7375 × (−1)2.6133 > 0.7375Vote is healthy line
Cable line 0.9667 × (−1)0.7125 × (−1)0.9341 × (−1)0.7375 × (−1)3.3508 > 0Vote is fault line

10 2000Overhead line 0.9667 × 10.7125 × (−1)0.9341 × 10.7375 × 12.6383 > 0.7125Vote is healthy line
Overhead line 0.9667 × 10.7125 × (−1)0.9341 × 10.7375 × 12.6383 > 0.7125Vote is healthy line
Hybrid line 0.9667 × 10.7125 × 10.9341 × 10.7375 × 13.3508 > 0Vote is healthy line
Cable line 0.9667 × (−1)0.7125 × (−1)0.9341 × (−1)0.7375 × 12.6133 > 0.7375Vote is fault line