Investigating the Potential of Tide- and Wind-Induced Currents for Renewable Energy in Northern Vietnam
Bibliographic record
Abstract
Renewable energy is increasingly recognized as the trend and future of sustainable societies. With a long coastline of 3,260 km and vast open sea areas, Vietnam has significant potential for clean energy development. This potential is not limited to wind power alone but extends to encompass a broader range of water-related energy sources. In this paper, the authors employ Delft3D software to create a comprehensive hydrodynamic model that investigates the potential of current velocities in Northern Vietnam, particularly the area surrounding Coto Island, influenced by both tidal variations and wind fields. The model's objective is to preliminarily estimate the potential area for tidal stream energy based on the average current speed. The analysis is guided by international technical criteria (EMEC 2009; IEC-TS 2015), which recommend a yearly average current speed exceeding 0.5 m/s. Preliminary findings highlight several promising locations north of Coto Island, where current speeds reach up to 1.2 m/s. Further in-depth research needs to be conducted, considering the development of tidal stream energy technologies, to explore suitable development plans for Vietnam.
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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 | 0.000 |
| 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 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".