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Record W4411720445 · doi:10.1021/acsapm.5c00781

Hard–Soft–Hard Magnetic Laminated Magnetorheological Elastomers: Paving the Way to High Bidirectional Modulus Regulation and Superior Mechanical Properties

2025· article· en· W4411720445 on OpenAlexaff
Tianxiang Du, Zenghui Zhao, Chang Xu, Shiqiang Guan, Jianzhao Li, Xufeng Dong, Ning Ma

Bibliographic record

VenueACS Applied Polymer Materials · 2025
Typearticle
Languageen
FieldEngineering
TopicVibration Control and Rheological Fluids
Canadian institutionsMD Precision (Canada)
FundersNational Natural Science Foundation of China
KeywordsElastomerMagnetorheological fluidMaterials scienceComposite materialModulusDynamic modulusDynamic mechanical analysisStructural engineeringPolymerEngineering

Abstract

fetched live from OpenAlex

With the increasing demand for vibration isolation in advanced manufacturing, precision instruments must not exhibit significant vibrations under broadband excitation, necessitating real-time stiffness adjustment in vibration isolation systems to effectively isolate external low and high-frequency vibrations. Magnetorheological elastomer (MRE) semiactive vibration isolators can adapt well to broadband environments, but current bidirectional modulus regulation methods are either overly complex or ineffective. Modifying the internal MRE is the most direct and effective approach. Achieving pronounced bidirectional modulus regulation while maintaining mechanical properties and MR effects in MREs is a current research challenge. This study creatively used a stratified curing method to fabricate an anisotropic laminated MRE (L-MRE) with hard magnetic MRE (H-MRE) on both ends and conventional MRE in the middle layer. The SEM, EDS, XRM, and optical imaging confirmed the successful fabrication of L-MRE. Theoretical analysis and testing validated that L-MRE seamlessly integrates the magnetic and mechanical advantages of H-MRE and MRE, showcasing great advantages of the complementary effect of composite materials. Most importantly, compared to traditional MRE materials, the lamination effect endows L-MRE with satisfactory bidirectional modulus regulation. This research provides an innovative material with reference value for the application demands of broadband vibration reduction technology.

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 categoriesInsufficient payload (model declined to judge)
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 score0.022
Threshold uncertainty score1.000

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)0.0010.000

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 head0.008
GPT teacher head0.186
Teacher spread0.177 · 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 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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

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