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Record W4414094097 · doi:10.1063/5.0282087

Transition of stall routes in a high-load compressor under radial distorted inflow

2025· article· en· W4414094097 on OpenAlexfundno aff
Boning Fan, Xiaoyu Zhang, Jichao Li, Wentao Wang

Bibliographic record

VenuePhysics of Fluids · 2025
Typearticle
Languageen
FieldEngineering
TopicTurbomachinery Performance and Optimization
Canadian institutionsnot available
FundersNational Science and Technology Major ProjectNational Natural Science Foundation of ChinaUniversity of Guelph
KeywordsStall (fluid mechanics)Gas compressorAxial compressorInflowLeading edgeTip clearanceInletSurge

Abstract

fetched live from OpenAlex

The transition of stall routes under inlet radial distortion was experimentally studied in a high-load 1.5-stage axial compressor. Under uniform inflow condition, the stall precursor of the compressor is manifested as a modal wave type that the fluctuation of the tip leakage flow is weak. Although tip air injection that is fixed at the blade leading edge can increase the flow capacity in the tip region, the effect of stability-enhancing capability is poor. When suffering from inlet radial distortion, as the hub radial distortion, it can increase the flow capacity of the tip region that unloads the rotor blade tip, the stall precursor of the compressor is consistent with that under the uniform inflow condition, and tip air injection still cannot achieve significant stall margin improvement. However, under tip radial distortion, since it reduces the axial velocity and increases the angle of attack of incoming flow, thereby increasing the load at the blade tip, the stall precursor of compressor transits from the modal wave to the spike type. Thus, under the same injected mass flow ratio, tip air injection can delay the occurrence of stall by unloading the blade tip and suppressing the fluctuation of the leakage flow and that the stall margin can be improved more than twice compared with uniform inflow. However, when the injected mass flow increases to a certain extent, due to blade tip unload caused by tip air injection, the stall precursor transits back to the modal wave again, and the stall margin cannot be further improved. It fully explains the correlation between stall routes and the tip load, also confirms that tip air injection can only achieve stability-enhancing capability under strong tip loading and provides a guideline for its application in actual aero-engines.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.091
Threshold uncertainty score0.318

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)0.0000.000

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 head0.005
GPT teacher head0.203
Teacher spread0.198 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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

Citations1
Published2025
Admission routes1
Has abstractyes

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