A New Brushless AC Electromagnetic Generator Design Using an Experimental and Design Optimization Approach
Bibliographic record
Abstract
This paper presents a new brushless alternating current electromagnetic energy generator using an experimental/theoretical and design optimization approach. This type of generator can be used in low-voltage, low-power systems such as in energy harvesting applications. The generator consists of a new structure with the detachable rotor arrangement mainly comprising of the powerful Neodymium rare-earth magnets with a back core on an adjustable height rotor shaft and a stator made up of top and bottom flanges and a single continuous coil arrangement. The special stator and rotor arrangements are optimized for variable speed and variable output power operations. It has a variable air-gap setting between the stator and the rotor which controls the initial amount of torque required to move the rotor which in turn controls the amount of generated output voltage. The finite-element modeling magnetics tool was used in the simulation for the optimization of the new brushless generator design concept.
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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 | 0.000 |
| 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 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".