A Family of Physics-Based Models for Monolithic GaN Integration
Bibliographic record
Abstract
This paper provides a brief overview of the family of physics-based MIT Virtual-source Gallium-nitride (MVSG) compact models, including those for Gallium-nitride (GaN) based transistors, multi-channel Schottky diodes, and transmission line (TLM) structures with nonlinear resistance. A coherent model formulation has been adopted across these devices through a modular approach using a universal set of basic modules. We will introduce the the model formulation and the basic modules with the explanation of underlining device phyiscs. Various features, including those non-linear effects critical for GaN applications, such as trapping, self heating, will also be explained and demonstrated. Given its accuracy, scalability and flexibility, this coherent family of physics-based GaN device compact models provide a solid foundation for the development of Process Design Kit for monolithic GaN technology.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".