Theoretical Evaluation of the Integrated Structure and Control Design Approach by Optimization Theory
Why this work is in the frame
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Bibliographic record
Abstract
Comparing to the traditional sequential design approach, the integrated structure and control design approach integrates the mechanical structure design and the control system design by formulating the design as an optimization problem. This paper investigates two important questions pertaining to the integrated structure and control design approach: Why and when should the integrated design approach be used rather than the traditional sequential design approach? In this paper, we have formulated both approaches as optimization problems. The benefit of the integrated design approach over the sequential design approach is proved in this paper. The conditions for when the integrated design approach will result in better closed-loop system performances are also given. A simple example is given to illustrate the theoretical results derived. The conclusion is given following this example and the simulation results are shown at the end of the paper.
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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 | 0.000 |
| 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