MétaCan
Menu
Back to cohort
Record W3201087931 · doi:10.32393/csme.2021.77

Couple Stress Theory For Materials With Microstructures

2021· article· en· W3201087931 on OpenAlex
Shahin Eskandari, Hamid Akbarzadeh

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

VenueProgress in Canadian Mechanical Engineering. Volume 4 · 2021
Typearticle
Languageen
FieldEngineering
TopicNumerical methods in engineering
Canadian institutionsMcGill University
Fundersnot available
KeywordsStress (linguistics)MicrostructureMaterials scienceComputer scienceComposite materialPhilosophy

Abstract

fetched live from OpenAlex

Classical continuum theory (CCT) provides a mathematical model to study the mechanical response of materials under external effects. In the context of CCT, there is no material length scale, and a solid body is sub-dividable into an infinitesimal element with the same behavior as the bulk material, disregarding the fact that all materials are made of building blocks and have microstructures in different length scales. The lack of material characteristic length-scale in CCT prevents it from recognizing any size-effect. Additionally, even order material property tensors associated with this theory can only characterize the centrosymmetric behavior of the materials, and consequently, CCT overlooks the intrinsic chirality and polarity of materials. Although a handful of generalized continuum theories has been proposed in the last century to address the shortcomings of CCT, none has proved to be consistent and applicable, mainly due to a lack of knowledge about the introduced material coefficients in these non-classical theories. This study introduces a consistent and self-sufficient effective generalized continuum theory for advanced materials with microstructures. Assuming that CCT governs the base material's behavior, we implement a bottom-up approach based on an augmented asymptotic homogenization resulting in the couple-stress theory in 3D space Using the introduced continuum theory, we can accurately model the response of chiral mechanical metamaterial under different type of loads. The proposed model provides a benchmark for the rational design, classification, and manufacture of mechanical metamaterials.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.586
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)0.0000.000

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 head0.005
GPT teacher head0.222
Teacher spread0.217 · 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