91 citations · 213 across the 16 of their papers we have counts for
3 papers · 1 filter
Optimal model-based trajectory planning with static polygonal constraints
Andreas B. Martinsen, Anastasios M. Lekkas, Sebastien Gros
The main contribution of this paper is a novel method for planning globally optimal trajectories for dynamical systems subject to polygonal constraints. The proposed method is a hy…
Trajectory Planning and Control for Automatic Docking of ASVs with Full-Scale Experiments
Glenn Bitar, Andreas B. Martinsen, Anastasios M. Lekkas +1
We propose a method for performing automatic docking of a small autonomous surface vehicle (ASV) by interconnecting an optimization-based trajectory planner with a dynamic position…
Combining system identification with reinforcement learning-based MPC
Andreas B. Martinsen, Anastasios M. Lekkas, Sebastien Gros
In this paper we propose and compare methods for combining system identification (SYSID) and reinforcement learning (RL) in the context of data-driven model predictive control (MPC…