SURFACE GRAVITY WAVE INTERACTIONS WITH DEEP-DRAFT NAVIGATION CHANNELS – PHYSICAL AND NUMERICAL MODELING CASE STUDIES
Why this work is in the frame
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Bibliographic record
Abstract
This paper addresses the interactions between surface gravity waves and deep-draft and wide navigation channels with steep side slopes, through numerical and physical modeling case studies. The underlying physical processes are illustrated and the consequences to port master planning, harbor agitation and design of coastal structures in proximity to navigation channels are discussed through detailed analysis of numerical and physical model response to the channel. A comparative evaluation of several numerical modeling paradigms exposes the strengths and limitations of each formulation when applied to describe such interactions. The consequences to the planning of numerical and physical modeling studies are discussed. To the authors ’ knowledge, this is the first comprehensive evaluation of wave-channel interactions with bathymetric gradients that define the steep side slopes of navigation channels that are becoming increasingly common in the continued expansion and design of existing and new ports and harbors.
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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