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Self-organizing nervous systems for robot swarms.

Weixu Zhu1, Sinan Oğuz1,2, Mary Katherine Heinrich1

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We introduce the self-organizing nervous system (SoNS), a novel robot swarm architecture. This approach enables autonomous reconfiguration and local coordination, advancing swarm robotics capabilities in scalability, flexibility, and fault tolerance.

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Area of Science:

  • Robotics
  • Artificial Intelligence
  • Complex Systems

Background:

  • Swarm robotics typically relies on decentralized control.
  • Existing architectures often struggle with dynamic reconfiguration and local coordination.
  • Scalability, flexibility, and fault tolerance are key challenges in swarm systems.

Purpose of the Study:

  • To introduce the self-organizing nervous system (SoNS) as a new robot swarm architecture.
  • To demonstrate autonomous establishment, maintenance, and reconfiguration of dynamic multilevel hierarchies.
  • To show coordinated sensing, actuation, and decision-making in a locally centralized manner.

Main Methods:

  • Development of the SoNS architecture based on self-organized hierarchy.
  • Implementation of dynamic multilevel system architectures for robot swarms.
  • Proof-of-concept missions using a heterogeneous aerial-ground robot swarm.
  • Physics-based simulation for scalability testing (up to 250 robots).

Main Results:

  • Autonomous transformation of robot swarms into single or multiple SoNSs with dynamic hierarchies.
  • Successful coordination of sensing, actuation, and decision-making.
  • Advancement of state-of-the-art swarm robotics capabilities in missions like binary decision-making and search and rescue.
  • Demonstrated scalability and fault tolerance in both simulation and real-world experiments.

Conclusions:

  • The SoNS approach enables robots to autonomously create and manage complex, dynamic hierarchies.
  • It achieves local centralization without compromising swarm benefits like scalability and fault tolerance.
  • SoNS significantly enhances the capabilities and applicability of swarm robotics.