Hardware implementation of Ethernet based DNP3 data link
Why this work is in the frame
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Bibliographic record
Abstract
The Distributed Network Protocol (DNP) is the communication protocol standard for Electric Power Systems (EPS) and it is a promising communication standard for the Electric Intelligent Devices (IEDs) found in Smart Grids. This paper presents a hardware implementation of the Data Li nk layer specified in version 3.3 of DNP (DNP3). A 100 Mbps Ethernet-based Distributed Network Protocol has also been implemented in order to provide a faster communication link for embedded applications. The protocol behavior architecture has been described using hardware description language (VHDL) and implemented using field programmable gate array (FPGA) technology from Xilinx®. The proposed solution allows a reliable data transfer between devices of a local area network using a standardized protocol.
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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 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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