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Record W4414954185 · doi:10.1115/pvp2025-154741

Investigating the Dynamic Behavior of Loosely Supported Parallel Triangular Arrays Subjected to Two-Phase Flow

2025· article· en· W4414954185 on OpenAlexaff
Amro Elhelaly, Joaquín Morán, Hossein Farani Sani, Jovica Riznic, Marwan A. Hassan

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicFluid Dynamics Simulations and Interactions
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsTransverse planeHeat exchangerTube (container)InstabilityFlow (mathematics)Nonlinear systemDimensionless quantityMass flow rateConfined space

Abstract

fetched live from OpenAlex

Abstract Flat-bar supports have long been employed to control transverse fluidelastic instability (FEI) in steam generators. While they might be effective for transverse vibration suppression, large displacements in the streamwise direction may occur due to the presence of support clearances. The incident at the San Onofre Nuclear Generating Station (SONGS) illustrated that excessive streamwise tube motion can occur, leading to tube failures even with flat-bar supports in place. An investigation was conducted to assess the impact of varying support clearance on the mechanisms of FEI in a densely packed parallel triangular tube array (P/D = 1.27). The tubes were subjected to both single-phase and two-phase flow of refrigerant R123, allowing for phase-change and yielding mass-to-density ratios closer to real values found in operating steam generators. A tube/support gap of 1.5 mm was tested under mass fluxes ranging from 50 to 500 kg/m2s. Tube responses were monitored in both the transverse and streamwise directions. Capacitance sensors were used to perform real-time void fraction measurements, offering good estimation of flow density of the two-phase mixture. The nonlinear dynamic behavior of the loosely supported array was investigated under various cross-flow conditions. Results demonstrated that the tube array’s stability is highly sensitive to support clearance, shedding some light on a critical factor that influences streamwise FEI in heat exchangers and steam generators.

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 score0.248
Threshold uncertainty score0.449

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 integrity0.0000.000
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 head0.012
GPT teacher head0.288
Teacher spread0.276 · 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
Published2025
Admission routes1
Has abstractyes

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