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Record W4383499886 · doi:10.21203/rs.3.rs-3121430/v1

Determining the Intermediate and High Strain Rate Properties of Bar Bending Braking System Material in a Forward Velocity Sled

2023· preprint· en· W4383499886 on OpenAlexaff
Sathiya Naarayan Sriniva, B Nagarajappa, Yathish Vorkady, Sharad Kumar, J Dhayanidhi

Bibliographic record

VenueResearch Square · 2023
Typepreprint
Languageen
FieldMaterials Science
TopicHigh-Velocity Impact and Material Behavior
Canadian institutionsImpact
Fundersnot available
KeywordsMaterials scienceStrain rateSplit-Hopkinson pressure barBar (unit)Stress (linguistics)ViscoplasticityComposite materialCompression (physics)Yield (engineering)Flow stressBendingDeformation (meteorology)PlasticityStrain (injury)Structural engineeringFinite element methodConstitutive equationPhysics

Abstract

fetched live from OpenAlex

Abstract The Bar Bending Braking System (BBBS) in a forward velocity sled utilizes the plastic deformation of the metallic bars to dissipate the Kinetic energy of impact and generate the required deceleration pulse. The National Aerospace Laboratories forward velocity sled’s BBBS material, Mild steel St37-2, is characterized in compression at room temperature, using the quasi-static tests and the Split Hopkinson Pressure Bar (SHPB) at strain rates ranging from 10− 3/s − 2500/s. Very high strain rate dependence of yield and flow stress was observed from these tests as there was nearly a 100% increase in the yield stress between the highest and lowest strain rates. Thinner samples (L/D < 0.5) were used for the SHPB tests apart from the usual ratio (L/D = 0.5) samples and it was observed that the stress strain curves of these thinner samples were consistent with those of the samples with L/D = 0.5 showing that there was no significant effect of the three-dimensional state of stress on the curves. The Compression stress-strain data for the steel, which has over 12 stress strain curves at different strain rates, is analysed to determine the Viscoplastic Johnson-Cook (JC) model and the Cowper-Symonds (CS) Model. The JC Model was developed over a limited strain rate range (0.001-300/s), as linear dependence of the log(strainrate) to the yield or flow stress was only possible in this range. The CS model was developed for the entire range and effectively models the stress strain curves throughout the range of strain rate. The values of the JC and CS constants are compared with existing literature for St 37 steel and are found similar for strain rate sensitivity though there is considerable difference in the static plasticity constants.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.118
GPT teacher head0.373
Teacher spread0.255 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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