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Sparse Robot Swarms: Moving Swarms to Real-World Applications.

Danesh Tarapore1, Roderich Groß2, Klaus-Peter Zauner1

  • 1School of Electronics and Computer Science, University of Southampton, Southampton, United Kingdom.

Frontiers in Robotics and AI
|January 27, 2021
PubMed
Summary
This summary is machine-generated.

This study introduces the sparse swarm concept for robots operating over large distances. Sparse swarms enable scalable robot groups for real-world applications like environmental monitoring and precision agriculture.

Keywords:
communication networksfield roboticsforest robotsinformation propagationlong-range radiomultirobot systemssparse couplingswarm robotics

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Area of Science:

  • Robotics
  • Artificial Intelligence
  • Distributed Systems

Background:

  • Current robot swarms operate autonomously with local perception and neighbor coordination.
  • Existing swarm implementations are limited to controlled indoor environments and close-range robot proximity.
  • Dense swarms with close-range communication are impractical for large-scale, long-distance applications such as environmental monitoring.

Purpose of the Study:

  • To introduce and explore the concept of sparse swarms.
  • To address the limitations of dense swarms in real-world, large-distance applications.
  • To identify challenges and propose solutions for developing sparse swarms.

Main Methods:

  • Proposing the sparse swarm concept.
  • Illustrating sparse swarm applications through four scenarios.
  • Analyzing challenges in hardware and communication-constrained coordination algorithms for sparse swarms.

Main Results:

  • The sparse swarm concept is proposed as a solution for scalable robot groups operating over large distances.
  • Application scenarios, including forest monitoring with rovers, highlight the challenges and potential of sparse swarms.
  • Discussion of hardware and algorithmic solutions for communication-constrained coordination in sparse swarms.

Conclusions:

  • Sparse swarms offer a viable approach for deploying scalable robot groups in large-scale, real-world environments.
  • Further research is needed to address theoretical and practical challenges in sparse swarm development.
  • The sparse swarm concept has potential applications in environmental monitoring, precision agriculture, and beyond.