THERMAL EFFECT ON THE BENDING BEHAVIOR OF CURVED FUNCTIONALLY GRADED PIEZOELECTRIC ACTUATORS
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
This paper provides a study of the bending behavior of a circularly curved functionally graded piezoelectric cantilever actuator under an applied electric load and heat conduction. As a special case, the curved piezoelectric actuator is assumed to have graded property for the piezoelectric parameter g 31 only in the thickness direction, which is expanded by Taylor series. Based on the theory of linear piezoelectricity, the analytical formulations are developed by introducing the Airy stress function. Numerical simulations are made to show the effects of material gradient and heat conduction on the bending behavior of the actuators. It is found that the electroelastic field of the curved actuator is significantly influenced by the thermal load. The results will be very helpful for the design and optimization of curved functionally graded piezoelectric actuators when these devices experience heat transfer.
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