A calculation model for the width of bank collapse induced by wind waves
Bibliographic record
Abstract
Wind wave erosion on reservoir slopes is an important problem that seriously threatens the safety of reservoirs and soil and water conservation. This paper proposes a method of calculating wind wave erosion and bank failure based on empirical formulas and the principle of bank slope stability, which simulates the evolution of bank slope stability in the process of wind wave erosion. Two seriously eroded bank slopes of Huangbizhuang Reservoir in Hebei Province, China, were selected as study cases. The erosion and bank failure process were simulated between 1968 and 2020, and the computed width of wind wave failure of bank slopes was compared with that of field measured one. The result showed that the proposed method can simulate the amount of wind wave erosion of the reservoir bank and the process of bank failure well. The proposed method provides guidance for the design, protection and reinforcement of bank slope.
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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".