Path-following in USVs using LPV NMPC: Experimental validation in a propeller-driven boat
Path-following of unmanned surface vehicles (USVs) is often handled via Line-of-Sight (LOS) schemes. However, these strategies render suboptimal performance due to the inherent nonlinear and time-varying nature of the involved phenomena (wind speed variation, ocean currents, etc). Accordingly, we propose a dedicated Nonlinear Model Predictive Control (NMPC) algorithm for path-following in USVs. In particular, we identify an LTI Nomoto model, and then embed the lateral motion nonlinearities using a quasi-Linear Parameter Varying (qLPV) approach. Our scheme is experimentally validated in a 32-foot propeller-driven sailboat ( Brasilia 32 ), using the LPV-PILOT NMPC software. The boat is instrumented using low-cost equipment (a DC motor coupled to the helm wheel, GPS measurements for position, a potentiometer for rudder angle measurements and an ESP32 board for embedded control). As a side contribution, we also tune and validate a virtual sensor that estimates the USV’s rudder angle. Our experimental results indicate the effectiveness of the scheme in a low-cost setup.
Authors
- Vinícius Moreno Sanches (ORCID: https://orcid.org/0000-0001-9069-7726)
- Julio E. Normey‐Rico (ORCID: https://orcid.org/0000-0002-6510-9803)
- Marcelo Menezes Morato (ORCID: https://orcid.org/0000-0002-7137-0522)
- Sérgio Roberto Sanches (ORCID: https://orcid.org/0000-0003-0961-8459)
- Juliana Costa Machado (ORCID: https://orcid.org/0000-0002-2258-0718)
Institutions
- Institut polytechnique de Grenoble (FR)
- Centre National de la Recherche Scientifique (FR)
- Universidade Federal de Santa Catarina (BR)
- GIPSA-Lab (FR)
- Instituto Federal de Educação, Ciência e Tecnologia de Santa Catarina (BR)
- Université Grenoble Alpes (FR)
Publication Details
- Journal
- Control Engineering Practice
- Published
- 2026-05-18
- DOI
- https://doi.org/10.1016/j.conengprac.2026.107054
- Primary Topic
- Hydraulic and Pneumatic Systems
- Type
- preprint
- Field-Weighted Citation Impact
- 0.00
Funders
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
- Agência Nacional do Petróleo, Gás Natural e Biocombustíveis
- Conselho Nacional das Fundações Estaduais de Amparo à Pesquisa
- HORIZON EUROPE Marie Sklodowska-Curie Actions