Determination of the Magnetic Characteristics (B–H) of Material Used in a Laboratory-Rated Salient Pole Synchronous Machine Using a Novel Ampere Turns Distribution Technique
Bibliographic record
Abstract
This paper presents a simple method to determine the approximate flux density-magnetic field intensity ( B-H) characteristics of a material used in a laboratory-sized salient pole synchronous machine (SPSM). The objective is achieved by distributing the magnetic field intensity H in the different parts of an SPSM using finite-element (FE) simulations and theoretical calculations based on the open circuit characteristics of an actual SPSM. This method requires only an initial estimate of the B -H characteristics of core material. The advantage of the method proposed is it can be used to estimate the magnetic properties of material that might have changed with long usage and aging. Theoretical calculations complimented with FE simulation and comprehensive experimental results prove the effectiveness of this new method.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".