Bio-inspired Integrated Networking and Control for Large-Scale Swarm: A Hierarchical Co-design
Authors:
Preprint
Abstract
Unmanned aerial vehicle (UAV) swarms encounter the challenge of high overhead due to both network management and formation control requirements. In this paper, we propose a Bio-inspired Integrated Networking and Control (BINC) scheme, enabling efficient formation management for swarms comprising thousands of UAVs. The scheme forms a two-layer hierarchical structure, where network clusters and formations share the same groups so that cross-cluster control is eliminated. For networking, we design a fused routing message together with control information to reduce overhead, and limit clusters' size to local two-hop topologies for fast command transmission. For controlling, we develop a hybrid bio-inspired control approach, including a pigeon-like leader-follower algorithm within formations under the consideration of cluster topology maintenance, and a starling-like algorithm among formations that helps to improve the ability of obstacle avoidance. We establish a simulation platform for UAV swarms with over 1000 nodes, and experimental results show that the proposed BINC scheme can achieve highly maneuverable swarm formation marching with significant reduction on communication overhead.Keywords
All Related Versions
This publication has 29 references indexed in Scilit:
- Formation control of swarm robotics: A survey from biological inspirations to design automation methodsRobotics and Autonomous Systems, 2025
- Neural-network-based formation control with collision, obstacle avoidance and connectivity maintenance for a class of second-order nonlinear multi-agent systemsNeurocomputing, 2021
- An overview of biomimetic robots with animal behaviorsNeurocomputing, 2019
- Feedback formation control of UAV swarm with multiple implicit leadersAerospace Science and Technology, 2018
- Pigeons trade efficiency for stability in response to level of challenge during confined flightProceedings of the National Academy of Sciences, 2015
- Trajectory design and control for aggressive formation flight with quadrotorsAutonomous Robots, 2012
- Hierarchical group dynamics in pigeon flocksNature, 2010
- Leader–follower formation control of nonholonomic mobile robots with input constraintsAutomatica, 2008
- Behavior-based formation control for multirobot teamsIEEE Transactions on Robotics and Automation, 1998
- High Precision Formation Control of Mobile Robots Using Virtual StructuresAutonomous Robots, 1997