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Record W4412699898 · doi:10.11159/ffhmt25.151

Impact of Limb Diameter on Passive Two-Phase Flow in Closed Loop Pulsating Heat Pipes: A Numerical Study

2025· article· en· W4412699898 on OpenAlexvenueno aff
Roshan Devidas Bhagat, Samir K. Deshmukh

Bibliographic record

VenueProceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer · 2025
Typearticle
Languageen
FieldEngineering
TopicHeat Transfer and Boiling Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMechanicsLoop (graph theory)Closed loopPhase (matter)Materials scienceFlow (mathematics)Control theory (sociology)PhysicsAcousticsComputer scienceEngineeringMathematicsControl engineeringControl (management)

Abstract

fetched live from OpenAlex

This paper represents numerical analysis of liquid vapor slug flow carried out in a single turn closed loop pulsating heat pipe (CLPHP) with different limb diameter.3D numerical model is developed with design modeler tool and meshing is carried out with the meshing tool available in Ansys Workbench.The numerical model is divided into three sections, evaporator condenser and adiabatic section.The inner diameter (ID) of CLPHP is taken as 2mm.The working fluid is used as water with the filling ratio of 60%.Suitable k- model with enhanced wall treatment, thermal effect and curvature correction is considered.The evaporator section is subjected to optimum temperature of 343 K, whereas the condenser is at 298 K. Thermal boundary conditions are applied at evaporator section to predict the behavior of liquid vapor slug flow.About 60,00,000 iterations are performed with smaller time step size of 0.0005 to prevent the divergence in velocity field and to avoid the problem of Courant Number (CFL).The liquid vapor slug flow carries sensible and latent heat towards the condenser section.The contours of liquid volume fraction and wall temperatures are observed.The possibility of dry out conditions are checked with numerical analysis; the complex phenomenon of evaporation and condensation is observed to predict the thermal performance of system suitable for electronics cooling applications.

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.679
Threshold uncertainty score0.867

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 head0.296
Teacher spread0.274 · 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 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueProceedings of the ... International Conference on Fluid Flow, Heat and Mass TransferSame topicHeat Transfer and Boiling StudiesFrench-language works237,207