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Record W4414953734 · doi:10.1115/pvp2025-153243

Hydrodynamic Coupling Forces in the ZED-2 Research Reactor

2025· article· en· W4414953734 on OpenAlexaffabout
Ibrahim Gad-el-Hak, Paul Feenstra, Mohammed Alziadeh, B. Pierre, Michael Burlock, Salim El Bouzidi

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicNuclear reactor physics and engineering
Canadian institutionsCanadian Nuclear Laboratories
Fundersnot available
KeywordsCoupling (piping)Research reactorVibrationNuclear reactorExciterNuclear reactor coreNuclear fuelStrain gauge

Abstract

fetched live from OpenAlex

Abstract Vibration-induced neutron noise in nuclear reactors may reveal abnormal vibrations in reactor core internals. To investigate this correlation, an experimental program was undertaken at the Zero Energy Deuterium (ZED-2) nuclear research reactor at Canadian Nuclear Laboratories (CNL). The plan was to attach a neutron-absorbing plate to one of the vertical hanging fuel channels and induce it to vibrate using a small under-water shaker. However, this would also induce unwanted vibration of the connected fuel channel and also in the neighbouring fuel channel because of fluid coupling. This was a safety concern that required investigation. Hence, an experimental study was conducted on a reduced scale mock up of the reactor, consisting of a round tank of water with a 5x5 inline square tube array of tubes that were suspended and partially submerged in the water. The central tube was unique in that it was mounted on a pivot and the upper end was connected to an electrodynamic shaker (i.e., the “exciter” tube). The surrounding “passive” tubes were suspended from a common support, and five of those were instrumented with strain gauges to measure the hydrodynamically coupling vibration responses induced by the vibration of the central exciter tube. This evaluation aimed to quantify the cross-coupling forces between the exciter tube and the surrounding instrumented passive tubes. The measurements were applied to the ZED-2 reactor to estimate the hydrodynamic coupling forces between a vibrating fuel channel and its nearest neighbours. A numerical model was developed to determine the resulting fuel channel displacements, and time domain simulations were performed to estimate the fuel channel responses in the ZED-2 reactor. The numerical analysis is used to define the safe test parameters for the subsequent vibration-induced neutron noise experiments in ZED-2.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.591
Threshold uncertainty score0.220

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 head0.019
GPT teacher head0.283
Teacher spread0.264 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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Same topicNuclear reactor physics and engineeringFrench-language works237,207