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Nonlinear model predictive control-based guidance law for path following of unmanned surface vehicles

2024-02-04 · G. Bejarano, J. M. Manzano, J. R. Salvador, D. Limon

This work proposes a nonlinear model predictive control-based guidance strategy for unmanned surface vehicles, focused on path following. The application of this strategy, in addition to overcome drawbacks of previous line-of-sight-based guidance laws, intends to enable the application of predictive strategies also to the low-level control, responsible for tracking the references provided by the guidance strategy. The stability and robustness of the proposed strategy are theoretically discussed. Furthermore, given the non-negligible computational cost of such nonlinear predictive guidance strategy, a practical nonlinear model predictive control strategy is also applied in order to reduce the computational cost to a great extent. The effectiveness and advantages of both proposed strategies over other nonlinear guidance laws are illustrated through a complete set of simulations.

📄 PDF Abstract BibTeX arXiv:2402.03391

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Model Predictive Control

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SET Dynamic Sparse Training method where weight mask is updated randomly periodically

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