Experimental and Modeling Studies of 2D Clay/PE Nanocomposites for High Voltage Applications
Why this work is in the frame
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Bibliographic record
Abstract
The exceptional properties of two-dimensional (2D) nanoclay fillers can alter the dielectric and thermo-mechanical properties of the thermoplastic materials and consequently extend its engineering applications. In this work, polyethylene (PE) was filled with 2D organo-modified montmorillonite nanolcay (O-MMT) to fabricate polyethylene/clay nanocomposites. The dielectric properties of neat PE and its nanocomposites were investigated. The results indicated that the dielectric permittivity and breakdown strength were increased by the incorporation of the 2D nanoclay filler. Based on the achieved experimental results, 2D finite element model (FEM) was performed to explain the physical mechanisms behind the improved breakdown strength of the nanocomposites.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it