Steering Mechanism for an IC engine powered tracked firefighting UGV
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
Rescue and hazard management operations are susceptible to damages related to workers, working inside the installation in addition to workers part of a rescue and disaster management team. In order to minimize this damage, it is needed to incorporate robots with telepresence equipment. Unmanned ground vehicles (UGV) with the capability of reaching different layers of urban structures like buildings play a very vital role in minimizing the damage. The designed robot for the said operations has the capability of climbing stairs, ramps etc in addition to maneuvering or navigating without colliding the obstacles, taking sharp right/left turns and pivoting around, carrying and connecting capability with the fire tender in supervisory teleoperated controlled paradigm. The focus of this research is to design, develop and demonstrate a transmission and steering mechanism for an IC engine powered firefighting UGV.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| 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