Heating Simulation of Film Heaters Fabricated by EHD Inkjet Printing for Satellite Applications
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
Abstract Film heaters have flexible characteristics and are used in various fields, including as important subsystems in satellite thermal control. These film heaters are produced using electrohydrodynamic (EHD) inkjet printing, which is a next‐generation inkjet printing technology. Ink applicable to printing is produced. These inks are composite materials with dispersed Ag and barium titanate (BTO). Because composite material inks have varying material properties depending on the amount added, it is necessary to derive the material property information. The material property information is derived from the heat generation characteristics by printing specific geometries with composite material inks. The derived material property information is applied to the simulation to compare the heat generation performances of the four circuit models. Through simulation, the shape is obtained that generates the best heat generation under the set conditions among the four circuit models. After that, the simulation results are verified by comparing them with the test results of the film heater. This study successfully demonstrates the simulation of various circuits and film heaters produced by EHD inkjet printing are expected to be applied in various fields.
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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