FPCB Actuator Driven Micromirror Based Availability Indicator and Laser Pattern Pointer
Bibliographic record
Abstract
The thesis presents a FPCB (Flexible Printed Circuit Board) actuator driven micromirror and the laser pattern generating technology for availability indicator and laser pattern pointer. The FPCB micromirror consists of a FPCB electrostatic parallel plate actuator and a bonded silicon mirror plate. It has the advantages of much larger aperture size, higher surface quality and lower cost than conventional MEMs micromirrors. The FPCB micromirror resonates at its first bending mode. Two FPCB micromirrors are positioned orthogonally to reflect a laser beam. By controlling the vibration frequency and magnitude of these two micromirrors, laser patterns of rotating ellipse or static circle, horizontal or vertical line can be generated and projected to a remote surface, e.g., a translucent or a presentation screen. Based on the FPCB micromirror, an availability indicator is developed, which can solve the wiring problem plaguing existing availability indicators. A laser pattern pointer is also developed which has much better visibility than conventional laser pointers with highlighting functions.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".