Signature électromagnétigue des vagues déferlantes observées en configuration bistatique et en bande X
Bibliographic record
Abstract
Dans cet article, nous présentons une étude sur l’effet hydrodynamique (non linéaire) produit par les vagues déferlantes côtières, sur le coefficient de diffusion EM d’une surface maritime (considérée ici comme un conducteur parfait). Nous avons calculé en configuration bistatique (propagation avant) les coefficients de diffusion aHH et Oyy d’une série de profils de surface océanique (différentes phases de construction d’une vague déferlante), puis avons effectué une étude sur les différents types de mécanismes de diffusions qui produisent les pics de mer (effet hydrodynamique) en propagation avant et dans la bande X. Afin de compléter l’étude théorique et les simulations réalisées, nous avons effectué une phase d’évaluation et de validation par des mesures radar réalisées dans la chambre anéchoïque de l’ENSTA Bretagne.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".