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Exploring wall heat transfer characteristics in the inverted annular/slug film boiling regimes by direct hot-patch technique+

2025· article· en· W4415304936 on OpenAlexfundno aff
Kyung Mo Kim, Qinqging Liu, Adam Burak, Joseph Kelly, Stephen M. Bajorek, Xiaodong Sun

Bibliographic record

VenueApplied Thermal Engineering · 2025
Typearticle
Languageen
FieldEngineering
TopicHeat Transfer and Boiling Studies
Canadian institutionsnot available
FundersNational Research Council CanadaMinistry of Science and ICT, South KoreaNational Research Foundation of KoreaNational Research FoundationU.S. Nuclear Regulatory Commission
KeywordsSubcoolingNucleate boilingHeat transferHeat fluxBoilingHeat transfer coefficientMass fluxThermocoupleCritical heat flux

Abstract

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• Quasi steady-state subcooled film boiling experiments were conducted with water. • Wall heat transfer characteristics of the IAFB and ISFB regimes were investigated. • Void fraction data were acquired to understand heat transfer and flow characteristics. • A parametric study revealed the effects of key parameters on wall heat transfer. • Local subcooling in subcooled regime, and the mass flux and pressure in saturated regime significantly affect wall heat transfer. Inverted annular film boiling (IAFB) and inverted slug film boiling (ISFB) are highly complicated two-phase phenomena exhibiting considerable uncertainties in predicting the wall heat transfer characteristics due to lack of comprehensive experimental data and understanding on the underlying mechanisms resulting from challenging experimental conditions. Therefore, in this study, a series of quasi steady-state IAFB/ISFB experiments has been conducted using a direct hot-patch technique to improve our understanding of the wall heat transfer characteristics in these post-critical heat flux (post-CHF) regimes. Experimental conditions include the inlet subcooling up to 30 °C, mass flux between 150 and 450 kg/m 2 -s, and system pressure varying from 25 to 60 psia (0.172 to 0.412 MPa) to explore quantitative relationships between the wall convective heat transfer coefficient in the IAFB/ISFB regimes and the variables of the liquid subcooling, mass flux, and system pressure. Detailed test section wall temperature measurements are acquired using thermocouples while the void fraction and flow topology are measured via an X-ray radiography system and a gamma densitometry. In addition, analyses are carried out using a computer code for film boiling based on a one-dimensional two-fluid model. The predictive capability of the code is validated using the void fraction data obtained by radiation-attenuation techniques. The physical mechanisms are identified to explain how the key variables affect the wall heat transfer variations in the IAFB/ISFB regimes. In subcooled conditions, the wall convective heat transfer coefficient is solely determined by the local subcooling, as it is governed the interfacial heat transfer and heat conduction through the vapor film. In saturated conditions, the wall heat transfer in both the IAFB and ISFB regimes increases with increasing mass flux and system pressure because convection in the vapor phase and interfacial area concentration, respectively, dominate the heat transfer process. The acquired IAFB/ISFB data including the void fraction and flow topology, and identified physical mechanisms based on the comprehensive data are expected to help improve the predictive capability of post-CHF heat transfer in light water reactor system-level thermal–hydraulic analysis codes.

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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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.087
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.016
GPT teacher head0.194
Teacher spread0.178 · 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.

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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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