Intermittent Connectivity for Exploration in Communication-Constrained Multi-Agent Systems

11/19/2019
by   Filip Klaesson, et al.
0

Motivated by exploration of communication-constrained underground environments using robot teams, we study the problem of planning for intermittent connectivity in multi-agent systems. We propose a novel concept of information-consistency to handle situations where the plan is not initially known by all agents, and suggest an integer linear program for synthesizing information-consistent plans that also achieve auxiliary goals. Furthermore, inspired by network flow problems we propose a novel way to pose connectivity constraints that scales much better than previous methods. In the second part of the paper we apply these results in an exploration setting, and propose a clustering method that separates a large exploration problem into smaller problems that can be solved independently. We demonstrate how the resulting exploration algorithm is able to coordinate a team of ten agents to explore a large environment.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/05/2023

Self-Motivated Multi-Agent Exploration

In cooperative multi-agent reinforcement learning (CMARL), it is critica...
research
08/15/2022

MACE: Multi-Agent Autonomous Collaborative Exploration of Unknown Environments

In this paper, we propose a new framework for multi-agent collaborative ...
research
05/31/2022

Free-Space Ellipsoid Graphs for Multi-Agent Target Monitoring

We apply a novel framework for decomposing and reasoning about free spac...
research
04/22/2014

A Formal Analysis of Required Cooperation in Multi-agent Planning

Research on multi-agent planning has been popular in recent years. While...
research
02/13/2012

Decentralized Multi-agent Plan Repair in Dynamic Environments

Achieving joint objectives by teams of cooperative planning agents requi...
research
09/29/2020

Efficient, Decentralized, and Collaborative Multi-Robot Exploration using Optimal Transport Theory

An Optimal Transport (OT)-based decentralized collaborative multi-robot ...
research
04/14/2020

On the Optimal Interaction Range for Multi-Agent Systems Under Adversarial Attack

Consider a consensus-driven multi-agent dynamic system. The interaction ...

Please sign up or login with your details

Forgot password? Click here to reset