Foster-based Transient Thermal Analysis of SiP for Thermomechanical Studies
Why this work is in the frame
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Bibliographic record
Abstract
System in Package (SiP) is widely used to miniaturize electronic systems and increase their level of integration. Since reliability and lifetime estimation depend critically on accuracy of thermal models and temperature of inter-layers that constitute the SiP, a Foster based model is proposed to achieve this purpose. In this model, heat transfer between layers of the system and thermal coupling between dies in vertical and horizontal plane are accurately taken into account. As a proof of concept, detailed 3D modeling of a multichip heterogeneous module is performed with Simulink. This model can be used for real-time temperature prediction. The accuracy of predicted junction and inter-layer temperatures are confirmed by Finite Element Method (FEM) analysis.
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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