Intermittent wiring fault detection and diagnosis for SSPC based aircraft power distribution system
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Intermittent wiring faults may happen in aircraft power systems in an unpredictable manner when degraded wires are wet, vibrating against metal structures, or under mechanical stress, etc. They could evolve into serious faults that may cause catastrophic incidents and thus have raised much concern. In this paper, the AB CD method is introduced to derive normal and faulty wire models with reduced complexity compared to conventional differential equation approaches. An intermittent fault detection method is proposed based on estimation of the load circuit model coefficients and parameters utilizing the spectrum information of the high-frequency signals associated with intermittent wiring faults. Furthermore, based on the faulty wiring model, a genetic algorithm is proposed to estimate the fault related wiring parameters such as fault location and resistance. The feasibility of the proposed methods has been verified by simulations.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it