Modeling, analyzing, and abstracting single event transient propagation at gate level
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
Soft errors have become one of the most challenging issues that impact the reliability of modern microelectronic systems at terrestrial altitudes. A new methodology to abstract, model, and analyze Single Event Transient (SET) propagation at different abstraction levels (transistor and gate level) is proposed. Transistor level characterization libraries are developed to abstract the impact of input patterns, pulse polarity, and propagation paths characteristics on the SET duration. Thereafter, these libraries are utilized to analyze SET pulse propagation at gate level using MDG model checker. We have implemented the proposed method on different ISCAS85 benchmark combinational circuits. The proposed methodology is orders of magnitude faster than circuit level simulations. Moreover, we have developed gate level characterization libraries to abstract SET pulse propagation behavior at the gate level.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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