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Record W4200048308 · doi:10.1117/12.2625257

Research on the influence of contraction curve on the flow field performance of Laval nozzle

2021· article· en· W4200048308 on OpenAlexaboutno aff
Zhihao Shi, Peikun Liu, Yuekan Zhang, Xiaoyu Li, Lanyue Jiang

Bibliographic record

VenueInternational Conference on Intelligent Equipment and Special Robots (ICIESR 2021) · 2021
Typearticle
Languageen
FieldEngineering
TopicAerosol Filtration and Electrostatic Precipitation
Canadian institutionsnot available
Fundersnot available
KeywordsNozzleAirflowContraction (grammar)MechanicsDischarge coefficientSupersonic speedChoked flowMaterials sciencePhysicsMechanical engineeringEngineering

Abstract

fetched live from OpenAlex

In order to solve the problem of uneven airflow distribution of Laval nozzle in jet crushing, a comparative analysis of supersonic jet performance in nozzles with multiple contraction curves was conducted. The study found that the contraction section curve not only changes the velocity and pressure distribution of the contraction section of the nozzle, but also affects the uniformity of the flow in the nozzle, and the uniformity of the throat airflow and the contraction curve of the "slow flow" region has a certain relationship, the longer the region, the better the uniformity of the throat airflow; and the contraction curve caused by the airflow in the nozzle velocity, pressure and uniformity differences caused by the contraction curve in the nozzle with the supersonic flow of gas in the expansion section is gradually weakened.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.759
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.065
GPT teacher head0.319
Teacher spread0.254 · 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 teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

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

Citations0
Published2021
Admission routes1
Has abstractyes

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Same venueInternational Conference on Intelligent Equipment and Special Robots (ICIESR 2021)Same topicAerosol Filtration and Electrostatic PrecipitationFrench-language works237,207