On-line tracking and mitigation of power system harmonics using ADALINE-based active power filter 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
In active power harmonic filtering, harmonic on-line tracking is an essential part of the filtering process. In this paper, an ADALINE-based active-power filter system is proposed. The paper presents an improved on-line tracking scheme which combines the fundamental frequency tracking with an ADALINE-based harmonic analyzer. The proposed scheme is tested on a simulated data and compared with Kalman filter and FFT algorithms. The proposed scheme exhibits better performance when compared with Kalman filter and FFT approaches. As an application, the improved ADALINE tracking scheme is used by a modular active power filtering system proposed by the authors of the paper. The proposed active filtering system shows an excellent performance in tracking and mitigating the harmonic components. The theoretical expectations are verified by digital simulation using EMTDC simulation package.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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