What narrow-linewidth semiconductor lasers can do for defense and security?
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
Sensing systems for defense and security operate in evermore demanding environments, increasingly leaving the comfort zone of fiber laser technology. Efficient and rugged laser sources are required that maintain a high level performance under large temperature excursions and sizable vibrations. This paper first presents a sample of defense and security sensing applications requiring laser sources with a narrow emission spectrum. Laser specifications of interest for defense and security sensing applications are reviewed. The effect of the laser frequency noise in interferometric sensing systems is discussed and techniques implemented to reduce phase noise while maintaining the relative intensity noise performance of these sources are reviewed. Developments towards the size reduction of acoustically isolated narrow-linewidth semiconductor lasers are presented. The performance of a narrow-linewidth semiconductor laser subjected to vibrations is characterized. Simulation results of interferometric sensing systems are also presented, taking into account both the intensity and phase noise of the laser.
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 | 0.001 |
| Open science | 0.001 | 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