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Record W4400777686 · doi:10.1063/5.0211899

Droplet impact dynamics on a rotating aluminum disk: Comparative study based on liquid properties

2024· article· en· W4400777686 on OpenAlexaff
Sara Moghtadernejad, Mehdi Jadidi, Kevin Medina

Bibliographic record

VenuePhysics of Fluids · 2024
Typearticle
Languageen
FieldEngineering
TopicFluid Dynamics and Heat Transfer
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPhysicsDynamics (music)MechanicsAluminiumComputational fluid dynamicsAerospace engineeringClassical mechanicsComposite materialAcoustics

Abstract

fetched live from OpenAlex

An experimental study has been conducted to explore the effect of liquid properties on the dynamics of a droplet impacting a rotating aluminum disk. The study focuses on water, ethanol, and a glycerol–water mixture to cover a wide range of Weber, Reynolds, and Ohnesorge numbers as well as contact angles. The investigation has identified four distinct regimes, including deposition, child droplet formation, asymmetric splash, and partial rebound, depending on the rotational speed, impact velocity, and liquid properties. The angular and radial spreading lengths of droplets at different operating conditions and times have been measured and different empirical correlations have been developed to link these lengths as well as the maximum radial and angular spreading lengths to the Reynolds (or Weber) number, the Ohnesorge number, dimensionless time, and contact angle hysteresis. It is revealed that the angular spreading length markedly increases with time and rotational speed. Conversely, an increase in the Ohnesorge number leads to a reduction in the angular spreading. The maximum radial spreading length diminishes with a decrease in impact velocity or an increase in the Ohnesorge number or the rotational speed. Additionally, it has been observed that within the deposition regime, as the Ohnesorge number increases or the contact angle decreases, the droplet does not retract radially. Upon droplet deposition on the rotating surface, it has been noted that a wave propagates across the droplet surface from its inner edge to the outer edge, leading to the formation of fingers. Remarkably, it has been determined that the velocity of this wave is unaffected by liquid properties and is solely determined by the rotational speed and impact velocity. Furthermore, a substantial increase in the number of fingers is observed with a decrease in the Ohnesorge number or an increase in the rotational speed.

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 score0.070
Threshold uncertainty score0.928

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 head0.024
GPT teacher head0.270
Teacher spread0.246 · 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
Published2024
Admission routes1
Has abstractyes

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