Absorption-dominant shielding effectiveness of carbon-based nanocomposites with enhanced dielectric and magnetic losses
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.
Bibliographic record
Abstract
In this study, a series of novel Polyvinyl Alcohol (PVA) polymeric carbon-based composites is proposed for blocking EMI signals to protect sensitive electronic equipment in aircraft control systems. Carbon-based materials without the combination of any metals or ferromagnetic materials are used in the research work. Graphitised nanodiamond (GND), Graphene nanoplatelets (GNPs) and Multiwalled carbon nanotubes (MWCNTs) were uniformly dispersed in PVA matrix, and thin films were fabricated using solution casting method. A Vector Network Analyzer (VNA) operating in X band was utilised for EMI shielding studies. Among the fabricated thin films, the sample 3 in the ratio of 50:5:37.5:7.5 (PVA: MWCNT: GNP: GND) display the highest EMI shielding effectiveness of 46.2 dB. The shielding effectiveness of the samples was verified using COMSOL Multiphysics software. Morphological characterization results were obtained from Scanning Electron Microscopy. Nicolson Ross Weir (NRW) algorithm was used to extract dielectric and magnetic losses.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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