Electromagnetic compatibility of power line communications in energy storage units
Bibliographic record
Abstract
Increasing integration of renewable forms of energy production has prompted a significant growth in storage technologies to address the intermittent nature of renewable energy generation. Due to the ubiquitous nature of power cables in this environment, power line communications (PLC) is a natural solution to enable robust wired communication in energy management systems. In this paper, we address electromagnetic compatibility (EMC) issues for such systems. We begin by modeling the power cables as transmitting and receiving antennas to determine the impact of radiated emissions caused by PLC on neighboring applications. By illustrating the uniqueness associated with PLC applied in an energy storage unit, we use the standardized EMC limits to determine the maximum feeding signal strength that can be allowed on battery cables. Further, we characterize the electromagnetic interference caused by the PLC signal on nearby wired communication networks, and in particular, derive the interference power spectral density levels that are radiated onto neighboring broadband PLC communications.
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How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".