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Potential-field constructions in an MPC framework: application for safe navigation in a variable coastal environment

Abstract

This work presents an NMPC (Nonlinear Model Predictive Control)-based algorithm for safe navigation of multi-agent dynamical systems in a variable environment with fixed or moving obstacles. The contribution lies in the construction of repulsive potential fields for the fixed and moving obstacles which are introduced in a predictive control optimization problem to penalize collision. The constraints are activated only in the view range of the agent using on-off barrier functions. Collision-free motion planning of ships in Trondheim fjord harbor serves as a benchmark for testing our algorithm. Some scenarios are simulated in order to prove the efficiency of the algorithm and its feasibility to run in real-time.

Category

Academic article

Language

English

Author(s)

Affiliation

  • SINTEF Digital / Mathematics and Cybernetics
  • Université Grenoble Alpes

Year

2018

Published in

IFAC-PapersOnLine

Volume

51

Issue

20

Page(s)

307 - 312

View this publication at Norwegian Research Information Repository