Micromechanical Thermoelastic Model for Sandwich Composite Shells made of Generally Orthotropic Materials
Bibliographic record
Abstract
Analytical solutions based on the two-scale asymptotic homogenization method for thermoelastic problem pertinent to general thin composite shells are obtained. The model allows the determination of both local fields and effective elastic and thermal expansion coefficients of composite sandwich shells made of generally orthotropic materials. Orthotropy in the material characteristics leads to a significantly complex set of thermoelastic local problems and is considered for the first time in the present article. First, a 3D-to-2D general asymptotic homogenization composite shell model based on a set of four unit-cell problems is derived. Secondly, the expansion of the model is continued to the further derivation of formulae for the forces, moments, displacements, strains, stresses, and effective thermoelastic coefficients that are representatives of the sandwich shell. Finally, the theory is illustrated by examples pertaining to thin composite sandwich shells with hexagonal honeycomb, hexagonal-triangular, and star-hexagonal cellular cores of orthotropic materials.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".