Innovative Solution for Harvesting Energy in Marine Vessels
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 marine vessels are subjected to various aggressive dynamic loads. Mainly they cause the roll, pitch, heave and yaw of marine vessels.One of the recently invented effective tools for suppressing the negative impact of these loads is the energy harvesting devices. The proposed energy harvester consists of two main components: tuned mass damper and electricity generator. The innovative part of proposed energy harvester is the introduction of control system into structure of tuned mass damper providing the automatic adjustment of springstiffness coefficient in accordance to the current frequency of external force. Such energy harvesting devices are targeting two issues: reduction of impacts of dynamic loads acting on vessel and obtaining additional portion of electrical energy for free. The light boat is selected as an example for demonstration of all steps of energy harvesting technology implementation into marine practice.
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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 | 0.000 |
| 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