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Wave-Type Interaction within a Robotic Swarm System for Decentralized Estimation of Global Geometric States

Yuki Origane, Daisuke Kurabayashi

发表年份
2022
引用次数
5
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摘要

For a robotic swarm system composed of autonomous mobile robots, controlling and using asymmetric global geometric states promotes the task performance of the swarm. This paper presents a systematic method for estimating asymmetric global geometric states over a swarm system. To overcome the limitations of local observation or communication ability, we propose a wave-type interaction among neighboring robots. We assume that each robot has a scalar state variable called a phase, which is manipulated through interactions. Through the analysis of eigenvalues of a graph Laplacian matrix corresponding to a local communication network of robots, we show that a robot can estimate global states, such as the size of an entire swarm, by frequency analysis of its phase. We also analyzed the stability of the wave-type interaction based on von-Neumann stability. We verified the proposed method by computer simulations, in which robots in a swarm detected the deformation in the shape of the swarm when the swarm was passing through a narrow area. The result will contribute to building a control system for swarms that can manipulate their shape or characteristics to adapt themselves based on tasks or environmental requirements.

关键词

Swarm behaviourRobotComputer scienceLaplacian matrixEigenvalues and eigenvectorsStability (learning theory)Topology (electrical circuits)Control theory (sociology)GraphMathematics

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