Design and Development of Active Cord Mechanism "ACM-R3" and its 3-dimensional Locomotion Control
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
This research considers the mechanism design of the“Active Cord Mechanism (ACM) ”, which is a long and slender snake-type functional object that can perform three-dimensional movement. We designed a three dimensional ACM machine named ACM-R3 that can produce large output torque in spite of its small dimensions and light weight, and considered its three-dimensional steering control of two-dimensional serpentine locomotion. The meaning of steering in this research is the route change around the circumference of yaw, pitch and roll axes. Furthermore, novel propulsion forms, such as“Serpentine Locomotion with Lateral-Rolling” (whose control method is based on the steering of the roll axis) and“Sinus-Lifting Locomotion” (which is a special form of pitch axis steering) are examined. The latest model ACM-R3 was used to actually implement, for the first time ever, these new propulsion methods, and also to examine the motion ability experiemntally by measuring the torque produced at each node.
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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