Dimensional synthesis of a flexible gripper with a high degree of stability
Bibliographic record
Abstract
Since form-closure grasps are a strong condition for stability, they are very useful for applications. Whether form closure can be obtained depends on the design of the end-effector and the geometry of the grasped object. Previously, we proposed a new type of grasping mechanism using closed kinematic chains that can provide form-closure grasps for nearly any geometry of the object. An important design issue is the determination of the link lengths of the closed chain. This paper considers the design with respect to grasp stability. A criterion for evaluating grasp stability is proposed. The link lengths corresponding to an optimal value of the criterion is utilized to obtain a solution for dimensional synthesis. Because the criterion is a nonlinear function of the link lengths, the optimization cannot be obtained by simple computation. To avoid the computational burden in finding the optimal link lengths, we develop a graphical method for determining the link lengths. The grasping of cylindrical objects demonstrates the method.
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How this classification was reachedexpand
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) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".