Visible Light Communication Numerous Applications
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
Visible Light Communication (VLC) is a promising research topic that aims at utilizing the visible light spectrum for data communication, which in turns off-loads the heavily utilized wireless radio spectrum. VLC can take advantage of the increased use of Light Emitting Diodes (LED) for lighting purposes in different fields, such as automotive headlights, traffic signals, advertising, aviation and general lightening. Utilizing solid state lights LEDs for lighting purposes not only saves energy but also can be used for data communication since LEDs can be easily modulated by switching the light ON and Off in frequencies above the human eye perception. This data can be transmitted in addition to the main lightening functionality of these devices. VLC is relatively easy to implement, and safe, as it does not have potential side effects like the radio signals. As such, this new technology has a great potential for adoption in several applications. This book chapter will briefly introduce the technology and discuss some potential indoors and outdoors applications.
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 | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it