A virtual decomposition control based communication network for modular robots applications
Why this work is in the frame
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Bibliographic record
Abstract
Modular (re-configurable) robots have been studied and developed over two decades. Compared to common industrial robot manipulators, modular robots usually end up showing relatively poorer control performance. This is mainly because most of modular robots' designs typically concentrate on mechatronic interfaces, packaging and re-configurable features, leaving little space for dynamics and control considerations. In our current research frame, we are looking at "virtual decomposition control" (VDC) to significantly improve modular robots dynamics and control performance. A key element to successful implementation of the related algorithms has to do with the inter-modules communication link capabilities. Presented here is the first 2 DOF prototype built to demonstrate the feasibility of implementing VDC on a real system, including the Spacewire Bus based communication protocol used.
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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