Research on WSN Secure Communication Method Based on Digital Watermark for the Monitoring of Electric Transmission Lines
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 wireless sensor network is arranged on the long-chain distributed electric transmission line for real-time monitoring of the electric transmission line. The safe transmission of the collected electric transmission line sensing data is a key issue to be solved urgently. Due to the low processing ability of the sensor nodes, conventional high-complexity security methods such as traditional identity authentication and tamper-proofing can extend the processing time of the node processor, which is unacceptable for real-time data. In addition, due to the high voltage of the electric transmission line, it is impossible to supply power to the wireless sensor nodes directly, and the traditional complicated safety methods have high energy consumption. Therefore, this paper proposes a WSN secure communication solution for electric transmission line based on digital watermark. The algorithm has less time overhead and meets the real-time requirements of WSN communication in electric transmission lines.
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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 | 0.001 | 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