Design of Multi-functional Remote-control Terminal for IoT
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
The quality of smart home control applications and software is currently uneven. Faced with redundant functions such as open-screen advertising, manual control is more convenient. How to obtain a more convenient device control experience has become an urgent problem. Integrated with various standard communication control protocols, the multi-functional remote-control terminal of IoT focuses on the remote control of equipment. It simplifies the remote-control operation and has no redundant operation. Communicating with the smart car through the 2.4G wireless communication module, the terminal can remotely control the movement of the smart car and the on/off of the LED lamp on it by the LCD. With the built-in ESP-NOW function of the ESP32 microcomputer, the intelligent device equipped with an ESP chip can be controlled. The fan, light, and temperature and humidity display on the ESP intelligent device can be controlled by LCD. With the set temperature threshold of the ESP intelligent device, the start/stop of the fan can be automatically controlled. With the Wi-Fi function built-in ESP32 microcomputer, the system can be connected to the Wi-Fi, and the lights or windows of IoT devices can be controlled over the Internet.
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