Nonlinear optical tracking for high-speed free-space communications
Bibliographic record
Abstract
High-speed free-space communications have been increasingly studied for applications ranging from short-distance ground-to-ground transmissions to inter-spacecraft links. Optical communications involving moving parties, especially at extra-long distances, require precise beam pointing and mutual tracking of communicating transceivers. The design concept and preliminary test results of a free-space communicator incorporating novel nonlinear optical tracking subsystem are presented. The development goal is to demonstrate a cost-effective terminal for Gbps optical links at a distance of up to 5 km. The tracking system consists of three subsystems: the coarse tracker (a 10.5 cm-diameter motorized Maksutov telescope); the electro-optical tracker (a voice-coil and a Si-based position detector); and the nonlinear optical fine tracker (a nonlinear cell with an IR-sensitive liquid crystal). Three-stage tracking allows for link budget improvement and maintaining a microradian pointing precision.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".