Managing NFIRAOS optical enclosure environment conditions from a high level software system
Bibliographic record
Abstract
NFIRAOS, the Narrow Field Infrared Adaptive Optics System, is the first light AO System for the Thirty Meter Telescope (TMT). It performs wavefront correction in the near infrared spectrum using various optomechanical components operating under strictly controlled conditions. The NFIRAOS Optical Enclosure (ENCL) is designed to provide a housing that maintains an ideal clean sub-zero environment (-30 ±0.5 C) for such components. To manage this, the ENCL provides a multi-leveled control system that accurately manages the environment using low-level hardware control to ensure that internal systems are not subjected to environmental effects that may adversely affect operation, while coordinating with the telescope operation. We will analyze the aspects of the operational constraints to allow the ENCL Control System to communicate with low level sensors and controllers as well as with the high-level Controller management system to ensure all operational conditions are fully met.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".