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Justification of the use of elastically deformable belt in combined compaction equipment for asphalt concrete mixtures

2025· article· en· W4412352787 on OpenAlexaff
Oleg Yu. Kazakov, Alexander G. Savelyev

Bibliographic record

VenueThe Russian Automobile and Highway Industry Journal · 2025
Typearticle
Languageen
FieldEngineering
TopicAsphalt Pavement Performance Evaluation
Canadian institutionsMD Precision (Canada)
Fundersnot available
KeywordsCompactionAsphaltGeotechnical engineeringMaterials scienceForensic engineeringStructural engineeringEngineeringComposite materialGeology

Abstract

fetched live from OpenAlex

Introduction. The process of asphalt concrete compaction is one of the most important in the construction of road surfaces. Traditional compaction methods include the impact of a row of rollers with smooth or vibrating drums. As an alternative, a variant for continuous compaction in the form of combined compaction equipment is proposed. The main working element of which is a drum with an offset axis of rotation, which has a multiple effect on the compacted material. This process is a complex, therefore, the article considers the hypothesis of substantiating the feasibility of using an elastic-deformable belt in combined compaction equipment for asphalt concrete mixtures. Materials and methods. A laboratory stand was designed to conduct experimental studies, and a methodology for carrying out experiments demonstrating the effect of the presence of an elastically deformable belt element on the quality of the finished coating was developed. The size of the prism of the material ejection in front of the working element was chosen as a quality indicator, the value of which affects the uniformity of compaction and the integrity of the material structure. Results. The data obtained by the experiments were recorded, systematized and analyzed for subsequent study, which showed the following: in the case of the presence of a layer between the working element and the compacted material - elastically deformable belt element, the size of the material prism in front of the roller is noticeably reduced, which shows an increase in the quality of the finished coating. Conclusion. As a result of the survey, the hypothesis about the necessity of the elastically deformable belt element in the design of combined compaction equipment for improving the quality of the finished asphalt concrete road surface was proven.

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)0.002
metaresearch head score (Gemma)0.003
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 score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.031
GPT teacher head0.266
Teacher spread0.235 · 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
Published2025
Admission routes1
Has abstractyes

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