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Record W1482732863 · doi:10.1109/pcicon.2005.1524566

IEC 60034-18-41: A New Draft Technical Specification for Qualification and Acceptance Tests of Inverter Duty Motor Insulation

2006· article· en· W1482732863 on OpenAlexaff
Meredith K. W. Stranges, G.C. Stone, Dennis Bogh

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicElectrical Fault Detection and Protection
Canadian institutionsGeneral Electric (Canada)
Fundersnot available
KeywordsPolyphase systemInverterStatorInsulation systemElectromagnetic coilEngineeringAcceptance testingAdjustable-speed driveReliability engineeringAutomotive engineeringElectrical engineeringComputer scienceVoltage

Abstract

fetched live from OpenAlex

A new International Electro-technical Commission (IEC) Technical Specification (TS) is being developed to define the requirements for qualification of insulation systems to be used in machines supplied by voltage converters. Currently being prepared, it is much more inclusive than NEMA MG-I part 31 (Definite-Purpose Inverter-Fed Polyphase Motors). Once approved, it will significantly influence the development of applicable North American specifications. The TS defines qualification and acceptance tests for inverter duty motor insulation systems It applies to random wound and form wound machines, and contains a very good informative section on drive-related insulation issues. The TS applies to insulation systems for bars and coils in both rotors and stators, but this paper addresses only stator windings. Many manufacturers today are working to develop insulation systems that will meet the stringent requirements of the Technical Specification. This paper presents the highlights of the draft document and how it relates to the current methods of specifying machine insulation systems with non-sinusoidal power supplies. Changes to the way inverter-duty insulation systems are qualified as a result of this specification is discussed and evaluated.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.018
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.003
Science and technology studies0.0010.002
Scholarly communication0.0040.003
Open science0.0040.001
Research integrity0.0070.004
Insufficient payload (model declined to judge)0.0100.022

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.

Opus teacher head0.020
GPT teacher head0.260
Teacher spread0.239 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations10
Published2006
Admission routes1
Has abstractyes

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