3 papers
eess.SY2025
Learning Optimal Power Flow with Pointwise Constraints
Damian Owerko, Anna Scaglione, Alejandro Ribeiro
Training learning parameterizations to solve optimal power flow (OPF) with pointwise constraints is proposed. In this novel training approach, a learning parameterization is substi…
cs.RO2025
MAST: Multi-Agent Spatial Transformer for Learning to Collaborate
Damian Owerko, Frederic Vatnsdal, Saurav Agarwal +2
This article presents a novel multi-agent spatial transformer (MAST) for learning communication policies in large-scale decentralized and collaborative multi-robot systems (DC-MRS)…
cs.RO2024
Generalizability of Graph Neural Networks for Decentralized Unlabeled Motion Planning
Shreyas Muthusamy, Damian Owerko, Charilaos I. Kanatsoulis +2
Unlabeled motion planning involves assigning a set of robots to target locations while ensuring collision avoidance, aiming to minimize the total distance traveled. The problem for…