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Record W4296922654 · doi:10.21203/rs.3.rs-2076858/v1

Effects of impact energy on the crown formation and underwater cavity of free-falling thick disks

2022· preprint· en· W4296922654 on OpenAlexafffund
Mahsa Janati, Amir H. Azimi

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldEngineering
TopicFluid Dynamics Simulations and Interactions
Canadian institutionsLakehead University
FundersNatural Sciences and Engineering Research Council of CanadaOntario Trillium Foundation
KeywordsPinchFroude numberFalling (accident)TOPSImpact energyMechanicsCrown (dentistry)Materials sciencePhysicsComposite material

Abstract

fetched live from OpenAlex

Abstract A series of laboratory experiments was conducted to investigate the effects of impact energy on the crown formation and cavity dynamics of free-falling thick disks in stagnant water. To simulate the effects of impact energy on the dynamics of free-falling thick disks, four different release heights, h r , and six different disk masses were considered. A threshold limit of h r = 4 d o , where d o is the disk diameter, was obtained as different patterns of cavity dynamics and crown characteristics were observed during the impact and descending of solid disks. The evolution of crown characteristics such as crown shape, diameter, and height with time were measured, and the pinch-off time and location of pinch-off were extracted from image analysis. Experimental results revealed that the crown characteristics at the pinch-off varied linearly with the impact Froude number and they were larger than solid spheres. A threshold value of non-dimensional impact energy to create a full seal crown was obtained which occurred when impact energy was more than 36% of the initial energy. The variations of crown diameter at the pinch-off indicated relatively larger crown diameters for h r / d o > 4 whereas the crown height was invariant with release height. The results indicated a relatively shorter pinch-off depth in gravity-driven disks in comparison with the force-driven disks and gravity driven sphere in stagnant water. The energy losses due to impact, crown formation, and pinch-off were calculated for all tests and an adverse correlation was found between normalized energy losses and impact Froude number. Experimental observations indicated that disks with smaller impact energy dissipated more energy due to the impact. The time variations of the frontal position and velocity of disks showed that the threshold release height highly affected the trajectory, falling speed, and the duration of the descending process.

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 score0.008
Threshold uncertainty score0.384

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 integrity0.0000.001
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 head0.031
GPT teacher head0.339
Teacher spread0.308 · 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
Published2022
Admission routes2
Has abstractyes

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