Single-Event Effects Characterization of <i>LC</i>-VCO PLLs in a 28-nm CMOS Technology
Bibliographic record
Abstract
Two-photon absorption laser experiments are conducted on a low-jitter tunable hybrid analog-digital LC-tank phase-locked loop (PLL) in a 28-nm bulk CMOS technology. The single-event effect (SEE) sensitivities for different blocks as well as the effect of varying circuit parameters are analyzed. The analog loop filter and the inductor-varactor area in the voltage-controlled oscillator (VCO) LC tank are identified as the most sensitive areas of the PLL, which generally agrees with previous studies. The VCO tail common-mode node, which was previously shown to be highly sensitive to SEE, exhibits very good robustness, thanks to the proposed second-order harmonic LC tail filter added in this design. The laser experiments show that a lower PLL bandwidth tends to reduce the SEE sensitivities of the PLL, while the results on the effect of the VCO frequency are mixed and need further study.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".