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Record W2381292647

Numerical Simulation and Measurement of Droplet Velocity During High Velocity Arc Spraying

2002· article· en· W2381292647 on OpenAlexaboutno aff
Zhu Zi, Xu Bin

Bibliographic record

VenueTransactions of the China Welding Institution · 2002
Typearticle
Languageen
FieldEngineering
TopicHigh-Temperature Coating Behaviors
Canadian institutionsnot available
Fundersnot available
KeywordsMechanicsNozzleAccelerationSupersonic speedInertiaThermal velocityPhysicsCritical ionization velocityJet (fluid)Materials scienceReynolds numberRelative velocityArc (geometry)Flow velocityClassical mechanicsFlow (mathematics)TurbulenceThermodynamicsGeometryMathematics
DOInot available

Abstract

fetched live from OpenAlex

Droplet velocity is one of main factors influencing the coating properties.Based on the theories of gas dynamics and multiphase fluid mechanics,the velocity problems of the atomization gas and droplet during high velocity arc spraying (HVAS) were modeled and solved by a numerical method,and experiments were carried out to measure the average velocity changes using Al and 3Cr13 wires.A good agreement between the numerical and experimental results was observed.The results showed that the exit velocity of atomization gas maintained the original velocity (approximately 690m/s) for a certain distance,then decreased with increasing distance from the nozzle,and this corresponded to the interaction between expansion wave and compression wave after the supersonic velocity gas passing the Laval tube.The in flight droplets experienced an acceleration deceleration velocity profile.The smaller droplets could reach higher maximum velocity at shorter flight distance.Beyond the flight distance where the maximum velocity was reached,the smaller droplets were decelerated rapidly due to their lower inertia force.On the other hand,the larger droplets did not exhibit a marked deceleration because of their high inertia force.And the droplet velocity was determined by Reynolds number.Simulation and measurement proved that the maximum velocities of Al and 3Cr13 droplets were greater than the velocity of sound during high velocity arc spraying.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.663
Threshold uncertainty score0.524

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 head0.021
GPT teacher head0.221
Teacher spread0.200 · 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

Citations2
Published2002
Admission routes1
Has abstractyes

Explore more

Same venueTransactions of the China Welding InstitutionSame topicHigh-Temperature Coating BehaviorsFrench-language works237,207