What does it take to design a low inrush large induction motor?
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
The need for a low inrush A. C. motor is usually based on a weak power system where conventional starters are not desirable. Low inrush motors are often used in marine services like Floating Production, Storage & Offloading (FPSO) and Liquefied Natural Gas (LNG) plants where weight and space is at a premium. They are also needed for pulpwood refiners in paper industry or at remote sites like mining operation where the electrical power system is weak, and there is a concern that a normal inrush motor could create a significant voltage drop causing a negative impact to other equipment in the electrical system. In such cases, a low inrush motor is preferred even though there may be some operating performance drawbacks. Customized low inrush motors are challenging to a machine designer when one is trying to meet application as well as performance requirements. This paper covers all those areas of concern and addresses them in order to design low inrush induction motors.
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 | 0.001 |
| 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