Multiobjective design for an integrated flight control system: a combination with model reduction approach
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
Modem aircraft include a variety of automatic control systems that aid the flight in navigation, flight management, and augmenting the stability characteristics of the airplane. Typical control systems development involves multiple requirements or objectives. On the other hand, the increasing level of complexity and sophistication of aircraft systems leads to a hierarchical architecture that the overall system consists of many distributed components and subsystems. It brings an even more challenging task to consider the multiobjective design and integrated control together. Previous work (2001) has been conducted to propose a uniform framework and design approach where the control integration strategy and multiple objectives can be addressed simultaneously, but the complexity of designed controller may not lead to a practically sound solution. In this paper, we present the investigation of reducing the order of the controller using the model reduction techniques. A numerical pitch/speed autopilot is further applied to illustrate the effectiveness of the controller order reduction.
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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