A framework for real-world multi-robot systems running decentralized GNN-based policies

J Blumenkamp, S Morad, J Gielis, Q Li… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Graph Neural Networks (GNNs) are a paradigm-shifting neural architecture to facilitate the
learning of complex multi-agent behaviors. Recent work has demonstrated remarkable …

Concurrent control of mobility and communication in multirobot systems

J Stephan, J Fink, V Kumar… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
We develop a hybrid system architecture that enables a team of mobile robots to complete a
task in a complex environment by self-organizing into a multihop ad hoc network and solving …

Global planning for multi-robot communication networks in complex environments

Y Kantaros, MM Zavlanos - IEEE Transactions on Robotics, 2016 - ieeexplore.ieee.org
In this paper, we consider networks of mobile robots responsible for servicing a collection of
tasks in complex environments, while ensuring end-to-end connectivity with a fixed …

Preserving strong connectivity in directed proximity graphs

HA Poonawala, MW Spong - IEEE Transactions on Automatic …, 2017 - ieeexplore.ieee.org
This paper proposes a method to maintain the strong connectivity property of a mobile robot
ad hoc network in the presence of disturbances or additional control goals. Each robot has a …

[КНИГА][B] Information-theoretic active perception for multi-robot teams

B Charrow - 2015 - search.proquest.com
Multi-robot teams that intelligently gather information have the potential to transform
industries as diverse as agriculture, space exploration, mining, environmental monitoring …

Graph neural networks for multi-robot coordination

Q Li - 2023 - repository.cam.ac.uk
In this thesis, we are particularly interested in investigating machine learning (especially
graph neural network) based approaches to find the trade-off between optimality and …

Hybrid architecture for communication-aware multi-robot systems

J Stephan, J Fink, V Kumar… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
In this paper we propose a hybrid architecture that allows a team of mobile robots to self-
organize into a multi-hop ad-hoc network and solve the joint mobility and communication …

Next-generation public safety systems based on autonomous vehicles and opportunistic communications

A Trotta - 2017 - amsdottorato.unibo.it
An emergency scenario is characterized by the unpredictability of the environment
conditions and by the scarcity of the available communication infrastructures. After a natural …

[PDF][PDF] Hybrid Decentralized Control System for Communication Aware Mobile Robotic Teams

J Stephan, J Fink, B Charrow, A Ribeiro - seas.upenn.edu
Enabling a team of robots to self-organize into a multi-hop ad hoc network as it
simultaneously completes a task requires a system architecture that controls both the motion …

[PDF][PDF] Persistent communication connectivity of multi-agent systems.

Z Ju - 2018 - minerva-access.unimelb.edu.au
COMMUNICATION connectivity is a common requirement in multi-agent systems. Multi-
agent systems typically need to maintain communication connectivity to complete their tasks …