Many new methodologies for the control of large-scale multiagent systems are based on macroscopic representations of the system dynamics, in the form of continuum approximations of large ensembles. These techniques, developed in the limit case of an infinite number of agents, are usually validated only through numerical simulations. Here, we introduce a mixed reality setup for testing swarm robotics techniques, focusing on the macroscopic collective motion of robotic swarms. This hybrid apparatus combines real differential drive robots and virtual agents to create a heterogeneous swarm of tunable size. We also extend continuification-based control methods for swarms to higher dimensions and experimentally assess their validity in the new platform. Our study demonstrates the effectiveness of the platform for conducting large-scale swarm robotics experiments, and it contributes new theoretical insights into control algorithms exploiting continuification approaches.

Mixed Reality Environment and High-Dimensional Continuification Control for Swarm Robotics / Carlo Maffettone, Gian; Liguori, Lorenzo; Palermo, Eduardo; Di Bernardo, Mario; Porfiri, Maurizio. - In: IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY. - ISSN 1063-6536. - 32:6(2024), pp. 2484-2491. [10.1109/tcst.2024.3430128]

Mixed Reality Environment and High-Dimensional Continuification Control for Swarm Robotics

Liguori, Lorenzo;Palermo, Eduardo;Porfiri, Maurizio
2024

Abstract

Many new methodologies for the control of large-scale multiagent systems are based on macroscopic representations of the system dynamics, in the form of continuum approximations of large ensembles. These techniques, developed in the limit case of an infinite number of agents, are usually validated only through numerical simulations. Here, we introduce a mixed reality setup for testing swarm robotics techniques, focusing on the macroscopic collective motion of robotic swarms. This hybrid apparatus combines real differential drive robots and virtual agents to create a heterogeneous swarm of tunable size. We also extend continuification-based control methods for swarms to higher dimensions and experimentally assess their validity in the new platform. Our study demonstrates the effectiveness of the platform for conducting large-scale swarm robotics experiments, and it contributes new theoretical insights into control algorithms exploiting continuification approaches.
2024
Robots; Mobile robots; Robot kinematics; Mixed reality; Wheels; Multi-agent systems; Vectors; Autonomous robots; mobile robotics; partial differential equations (PDEs)
01 Pubblicazione su rivista::01a Articolo in rivista
Mixed Reality Environment and High-Dimensional Continuification Control for Swarm Robotics / Carlo Maffettone, Gian; Liguori, Lorenzo; Palermo, Eduardo; Di Bernardo, Mario; Porfiri, Maurizio. - In: IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY. - ISSN 1063-6536. - 32:6(2024), pp. 2484-2491. [10.1109/tcst.2024.3430128]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1724250
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