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Record W3012058710

Results and insight from interim seismic margin assessment of the Advanced CANDU Reactor (ACR) 1000® reactor

2016· other· en· W3012058710 on OpenAlexaffabout
Taekyun Ha, P. Santamaura, Medhat Elgohary

Bibliographic record

VenueNCSU Libraries Repository (North Carolina State University Libraries) · 2016
Typeother
Languageen
FieldArts and Humanities
TopicHermeneutics and Narrative Identity
Canadian institutionsAtomic Energy (Canada)
Fundersnot available
KeywordsInterimMargin (machine learning)Nuclear engineeringEnvironmental scienceComputer scienceEngineeringPolitical science
DOInot available

Abstract

fetched live from OpenAlex

The ACR-1000 reactor developed by Atomic Energy of Canada Limited (AECL) is a 1200-MWe-classlight water-cooled, heavy-water-moderated pressure-tube reactor, which has evolved from the wellestablished CANDU line of reactors.It retains the basic, proven, CANDU design features while incorporating innovations and state-of-art technologies to ensure fully competitive safety, operation, performance and economics.The objective of this paper is to describe the seismic margin assessment (SMA) performed for the ACR-1000 reactor at full power operation.The ACR-1000 reference design basis earthquake (DBE) is 0.3g peak ground acceleration (PGA).The seismic margin was assessed, and potential seismic failure modes as well as weak component links/functionality leading to sever core damage and widespread fuel damage were identified.The Level I internal event at-power PSA models were reviewed and the systems required to bring a plant from a normal operation to a safe shutdown were identified in the seismic safe shutdown equipment list (SSEL).In the first approach, seismic capacities of the items on the SSEL have been developed using the ACR seismic design criteria and qualification criteria, past seismic experience and recent seismic probabilistic safety analyses and seismic margin assessments.The plant responses to seismic events were modelled in seismic event trees, from which the accident sequences potentially leading to severe core damage and widespread fuel damage were identified.These accident sequences determined a combination of the failures of frontline safety systems.There are dependencies between frontline systems and their support systems, and among support systems.These dependencies were included appropriately using system dependency matrices.Then, the accident-sequence seismic capacities were estimated from the seismic failures of structures or components resulting in failures of frontline systems and their support systems in terms of high confidence of low probability of failure (HCLPF).The plant HCLPF capacities for severe core damage and widespread fuel damage were then determined.This assessment demonstrates that the ACR-1000 design can reasonably achieve a seismic margin in terms of the plant HCLPF that is equal to or exceeding 0.5g PGA.Therefore the ACR-1000 design is capable of safe shutdown in response to a strong magnitude earthquake.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.182
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0000.002
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.195
Teacher spread0.184 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2016
Admission routes2
Has abstractyes

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