Novel soft robotic finger model driven by electrohydrodynamic (EHD) pump
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
In summary, this work has pioneered the integration of an EHD robotic finger that incorporates a flexible rubber sheet embedded with soft EHD pumps. The model of this study links the electrical characteristics of the EHD pump (voltage input) with the geometric constraints of the robotic mechanism (deflection angle). The validity of this model has been empirically demonstrated. Our research findings primarily revolve around the manipulation of robotic arms and grasping mechanism. The synthesis of an experimental design and a comprehensive mathematical model showcases the potential of EHD pump-driven soft robotic applications ranging from delicate medical procedures to agile manufacturing processes. Moreover, the achieved maximum bending angle of 37° at 10 kV stands as a testament to the effectiveness of the proposed design and methodology. As an important foundation work in the realm of soft robotics, this research intends to serve as a catalyst for subsequent investigations in EHD pump-robot systems. Noteworthy examples include precision grasping in robotics, complex robotic hand operations, and promoting human-robot collaboration.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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