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Record W4307044468 · doi:10.1016/j.cscm.2022.e01604

Damage evolution models of static pre-loaded concrete under impact load based on the Weibull distribution

2022· article· en· W4307044468 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCase Studies in Construction Materials · 2022
Typearticle
Languageen
FieldEngineering
TopicStructural Response to Dynamic Loads
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsWeibull distributionDissipationSplit-Hopkinson pressure barDynamic load testingStructural engineeringMaterials scienceDynamic loadingGeotechnical engineeringComposite materialGeologyEngineeringStrain rateMathematics

Abstract

fetched live from OpenAlex

Affected by static loads, ahead of the dynamic loads such as blasting, flowage, and earthquakes, concrete structures are already in various degrees of damage. Against this engineering backdrop, the damage degree should be considered in seismic design and disaster mitigation for concrete structures. To investigate the dynamic mechanical properties, energy evolution, and fracture mechanism of damaged concrete under dynamic load. The damage models of the dynamic compressive strength, energy dissipation density, and fragmentation characteristics related to the damage degree based on the Weibull distribution are theoretically studied and demonstrated by experiment. Uniaxial loading with diverse pre-loads is employed to make the concrete in varying damage degrees. The Split Hopkinson Pressure Bar (SHPB) is employed to investigate the damaged concrete's dynamic mechanical properties, energy evolution, and fracture characteristics. The experiment demonstrates the rationality of the theoretical study, the growth ratio of energy dissipation density, reduction rates of dynamic strength, and the average diameter of the fractured concrete all follow the Weibull distribution. The energy dissipation density and fragmentation degree of the damaged concrete under impact load increase with pre-load rise, while the dynamic strength and transmission energy are opposites.

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.

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)0.001
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 score0.049
Threshold uncertainty score0.725

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.026
GPT teacher head0.286
Teacher spread0.260 · 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