Freesub: Navigation Guidance and Control of An IAUV
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
An intervention Autonomous Underwater Vehicle (AUV) is a significant step forward from a conventional AUV because tasks usually performed using a Remotely Operated Vehicle (ROV) are made possible. In addition, its versatility opens a range of new applications, e.g. black-box recovery. The successful execution of such a mission requires that the Navigation, Guidance and Control of an intervention AUV is capable of simultaneous localisation and mapping, target localisation, obstacle avoidance and robust supervisory operation. In this technical note we will seek to explore the ramifications of these requirements on the technologies, their integration, and mission control. A detailed discussion of all the facets of the mission requirements will be given, and a modular system presented. Furthermore, the concept of an AUV simulator will be introduced as a tool for the testing of navigation, guidance and control systems. Such a simulator environment would allow for complete mission scenarios to be tested.
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