Nonradiative Recombination Mechanism in Phosphor-Free GaN-Based Nanowire White Light Emitting Diodes and the effect of Ammonium Sulfide Surface Passivation
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
We report on a detailed investigation of nonradiative recombination processes in InGaN/GaN dot-in-a-wire white light emitting diodes (LEDs) grown by molecular beam epitaxy. It is observed that, for such nanowire LEDs, the peak quantum efficiency occurs at relatively high injection current levels of >100 A/cm 2 , compared to those of conventional InGaN/GaN quantum well blue LEDs. Through detailed simulation studies, it is concluded that, Shockley-Read-Hall nonradiative recombination, due to the presence of surface states and defects, plays a dominant role on the nanowire LED performance. We have further shown that such nonradiative recombination can be greatly reduced when the nanowire LEDs are treated by ammonium sulfide solution ((NH 4 ) 2 S x , 40-48% concentration), which can lead to a much faster increasing trend of quantum efficiency vs. injection current, compared to the unpassivated devices.
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