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Record W4293100235 · doi:10.1201/9781003222910-48

Resilient and permanent deformation of foam glass aggregates assemblies

2022· book-chapter· en· W4293100235 on OpenAlexafffund
E.L. Pérez-González, J.-P. Bilodeau, P. Segui, G. Doré

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldEngineering
TopicGeotechnical Engineering and Soil Stabilization
Canadian institutionsUniversité Laval
FundersNatural Sciences and Engineering Research Council of CanadaUniversité Laval
KeywordsMaterials scienceComposite materialDeformation (meteorology)

Abstract

fetched live from OpenAlex

Foam glass aggregates is a material produced from mixing and baking glass residues with a foaming agent at high temperatures. The resulting product is a lightweight and insulating material with limited mechanical characteristics, characterized by unconnected millimetric and micrometric alveoli. The production of foam glass aggregates can help to resolve the recycled glass management issue in some countries, while contributing to the need of light, insulating and draining materials in civil engineering. Foam glass aggregates can be used in numerous applications, among them within the flexible pavement layered systems as insulation layers. In cold regions, this technique helps controlling frost penetration in frost sensitive subgrade soils, thus reducing the impact of freezing and thawing cycles responsible for the winter differential heaving and the spring bearing capacity loss experienced on the road network. The impacts of freezing and thawing on flexible pavements in northern countries are among the main causes of the ride quality and general condition deterioration. However, because of its intrinsic characteristic, the use of foam glass aggregates for pavement insulation requires a good assessment of the mechanical response and performance for adequate pavement design and performance, as well as for adequate mechanical protection of the insulation layer. A laboratory study was undertaken to document the resilient modulus and permanent deformation behaviour of three foam glass aggregates from different processes using test methods adapted from AASHTO T307 and EN13286-7. These tests allowed obtaining the essential material parameters to predict the non linear response of foam glass aggregates and quantify the stress dependency, as well as to predict the permanent deformation and the expected ranges of behaviour with respect to stress.

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: Other · Consensus signal: none
Teacher disagreement score0.925
Threshold uncertainty score0.668

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.008
GPT teacher head0.184
Teacher spread0.176 · 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
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

Citations2
Published2022
Admission routes2
Has abstractyes

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