APPLICATIONS AND DEVELOPMENT OF THE SAGNAC INTERFEROMETER
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
Fiber optic gyro development directed toward aerospace applications began shortly after the first viable, low-loss optical fibers were fabricated in the mid-1970s. Initial developments included the demonstration of the first open- and closed-loop fiber optic gyros in 1976 and 1978. The range and depth of fiber optic sensor technology continued to expand rapidly from the 1990s to the present with advancements in a wide range of fiber optic sensor types and applications enabled in part by advancements in the telecommunication industry. The Sagnac interferometer responds to a wide variety of environmental effects that must be addressed to increase performance and reduce errors of the fiber optic gyroscope. These investigations open the opportunity for new applications of the Sagnac interferometer. The use of an integrated optical circuit and polarization-preserving optical fiber to support the closed-loop fiber gyro enabled the prospect of significant manufacturing savings and better performance than other earlier approaches.
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