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. 2026 Jan 6;16:2585. doi: 10.1038/s41598-025-32436-6

Table 1.

Key parameter configuration of the MPC controller.

Parameter Symbol Value/Range Physical Meaning
Prediction horizon Inline graphic 20 Number of future steps covered by the optimization
Control horizon Inline graphic 8 Degrees of freedom for control action
State weighting matrix Inline graphic Inline graphic Penalty weights for position and attitude errors
Control weighting matrix Inline graphic Inline graphic Penalty weights for control increment changes
H∞ tuning factor Inline graphic 1.5 Weighting coefficient for robustness performance term
Input rate constraint Inline graphic Inline graphic Maximum allowable rate of control change per channel
Slack penalty coefficient Inline graphic Inline graphic Penalty intensity for constraint violations