New Motor Protection Standard IEEE 3004.8 – Getting Up To Speed!
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
IEEE Std 3004.8-2016 “Recommended Practice for Motor Protection for Industrial and Commercial Power Systems” is the first industrial-based standard providing detailed protection setting tables with companion single-line and three-line diagrams of recommended protection schemes for multifunction motor protection relays. Comprehensive motor protection information and diagrams are included for adjustable speed drive applications. The content triples and deepens the information from its predecessor IEEE Std 242-2001 (Buff Book) Chapter 10. Contributions were incorporated from end users, manufacturers, and consultants from across the world capturing advancements in protection technologies including field experiences. Updates include motor protection for hazardous (classified) locations. This paper covers a brief standard overview and deep-dives into material that is most applicable to the petrochemical industry.
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 | 0.001 |
| 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) | 0.001 | 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