Robust and ultrafast decentralized control
Why this work is in the frame
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Bibliographic record
Abstract
Decentralized control is linked to sensitivity reduction in unity feedback systems [1, 2]. It is proposed in this paper to extend this result to unstable invertible plants in order to also achieve ultrafast and robust control through a new control method. The present result is a multivariable extension of the single-input single-output case [3] which has been recently tested successfully at McGill University [4, 5]. It was shown that it is possible to get a time response with minimal overshoot and with settling time equal to rise time while keeping good stability margins. This design can be extended to a family of multivariable unstable invertible systems that are ultimately (i.e. at high frequency) diagonally dominant, ensuring decentralized control while using local (i.e. diagonal) controllers. Simulation results confirm the ultrafast, robust and decentralized control property.
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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