Abstract
In this paper, a fault diagnosis method based on a spatial trajectory diagnosis network model is proposed for T-type three-level inverters. By providing a rigorous theoretical derivation of the phase current distortion under switching constraints and neutral-point voltage shifts, the inherent mapping from time-domain waveform clipping to 3D trajectory deformation is revealed. A classification network model is employed to process these spatial point sets using symmetric functions for robust fault recognition. The proposed method is validated on a dSPACE experimental platform, showing that diagnostic accuracy remains above 92.5% even under 10% white-noise interference. Furthermore, a comparative study with existing methods demonstrates that the proposed approach achieves an optimal balance between hardware cost and diagnostic depth, identifying both single- and multi-switch faults within 16.2 ms without requiring additional voltage sensors.
| Original language | English |
|---|---|
| Article number | e70182 |
| Journal | IET Electric Power Applications |
| Volume | 20 |
| Issue number | 1 |
| DOIs | |
| State | Published - Jan 1 2026 |
Keywords
- fault diagnosis
- invertors
- phase current distortion
- spatial trajectory
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