Autopilot Design for a Side-Jet Missile Based on MRVSS Technique and GA Optimization
Why this work is in the frame
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Bibliographic record
Abstract
The autopilot design issue of a side-jet and aero-fin blending control air-to-air missile is discussed in this paper and a MRVSS (short for "Model Reference Variable Sliding Structure") control method is presented. The MRVSS controller generates control commands to aero-fin actuators and side-jet actuators to make the missile system to reach the desired normal load command. The control law is in the form of full-state feedback and the sliding-surface reachability condition is satisfied. GA (short for "Generic Algorithm") optimization is applied to search the optimal values of control parameters. Simulation results prove that the MRVSS controller has a good performance in tracking the desired command and it ensure the missile control system's fast time response and smooth dynamical process. Moreover, the MRVSS controller is robust to external disturbance and internal uncertainty which is meaningful in the actual industrial applications.
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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