Control of a multimodule deployable manipulator using RTX
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
A multimodule deployable manipulator system (MDMS), which has attractive features of kinematics and kinetics, has been developed in our laboratory. The present paper concerns implementation and evaluation of a low-level real-time controller for the MDMS, using VenturCom's real-time extension (RTX) for Windows NT in the host computer. A software module is developed using C/C++ with RTX for implementation of various control methods. As a preliminary study of the effectiveness of the control system, a conventional proportional-integral-derivative (PID) control scheme is implemented for simultaneous multilink independent joint motion of the MDMS. Several experiments of circle-trajectory following are carried out using two degrees of freedom of the outer module of the robot The performance is found to be quite accurate, providing greater accuracies at lower speeds. Further improvements in performance are realized by tuning the parameters of the PID controllers.
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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