1D LiDAR Based on Large Aperture FPCB Mirror
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 presents a Lorentz force FPCB (flexible printed circuit board) mirror based LiDAR. The driving coil and torsion beam are fabricated using low cost commercial FPCB fabrication process. A thin silicon mirror plate coated with aluminum is attached on top of the middle of the FPCB structure. External magnets on both sides and the current through the coil generate Lorentz fore to rotate the FPCB mirror. The oscillating FPCB mirror is combined with a single point LiDAR to achieve a scanning 1D LiDAR. The mirror plate steers the emitted laser beam, collects the diffuse reflected light and reflects to the receiver of the single point LiDAR. The achieved performance of the scanning LiDAR is: field of view-60°, 500 points, refreshing 10 kHz, distance 40 meters with an error of 10 cm.
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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 | 0.000 |
| 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) | 0.002 | 0.002 |
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