Multidisciplinary Design Optimization for Effectiveness-Based Design in the AFRL EXPEDITE Program
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 EXPEDITE (EXPanded Multidisciplinary Design Optimization (MDO) for Effectiveness Based DesIgn TEchnologies) Program is an AFRL/RQ effort to advance the state of the art of Mulidisciplinary Design Optimization by implementing Effectiveness Based Design, wherein an air vehicle is sized not to vehicle-level metrics like Gross Weight, but to scenario effectiveness parameters. This paper’s focus is on the modeling techniques used to approach this task, from the overall sizing framework to individual disciplines such as Electromagnetics and Aerodynamics, and demonstrates preliminary results with these models.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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