Design optimization and remote manipulation of a tripod
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 tripod is one type of parallel kinematic machine having three degrees of freedom. The sliding-leg tripod presented in this paper is designed as a programmable add-on device for manufacturing and shop floor automation. It can be used as a toolhead for machine tools, or as a work stage for coordinate measuring machines. Its purpose is to enhance the capability of a machine by providing it with a more flexible range of motion and controllability from any distance. As decentralization of manufacturing grows, shop floor equipment like this is required to become networkable and remotely accessible. This paper focuses on two separate issues: Tripod design optimization and its remote manipulation, including real-time monitoring and remote control of the tripod. A tripod prototype and a web-based software system are developed to verify the feasibility of the approach as well as the tripod accessibility in a distributed environment. It is shown that the proposed approach can improve the tripod design and its controllability. A large application potential of this approach is also predicted.
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