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Self‐Organization of Remote Reservoirs: Transferring Computation to Spatially Distant Locations

Kazutoshi Tanaka, Yuji Tokudome, Yuna Minami, Satoko Honda, Toshiki Nakajima, Kuniharu Takei, Kohei Nakajima

2021Advanced Intelligent Systems22 citationsDOIOpen Access PDF

Abstract

Soft materials generate rich and diverse dynamics that can be used as computational resources based on the framework of physical reservoir computing. Herein, a method that exploits the dynamic coupling between soft structures and a water medium to allow for the transfer of computation to spatially distant locations is proposed. This technique is implemented by introducing the concept of remote reservoirs that can autonomously alter their physical constituents in real time rather than using reservoirs with predefined, fixed physical constituents. These remote reservoirs self‐organize by including many ad hoc physical substrates in the environment, making the framework more flexible for soft robotic applications. Using a simple experimental platform consisting of silicone rubber strips containing embedded flexible strain sensors, it is demonstrated that the dynamics of passive silicone rubber strips located at a distance from the actuation point can be successfully exploited for computation through generalized synchronization realized via the medium of water. Future application scenarios are illustrated, in which the proposed technique is applied in emergency situations as a communication tool for transferring a message to a location that humans cannot easily access. For example, the technique could be applied to communicate with people trapped in submerged caves.

Topics & Concepts

ComputationComputer scienceSilicone rubberExploitSynchronization (alternating current)Distributed computingSTRIPSCoupling (piping)Message passingSoft roboticsRobotArtificial intelligenceChannel (broadcasting)EngineeringMechanical engineeringMaterials scienceAlgorithmComputer networkComputer securityComposite materialNeural Networks and Reservoir ComputingUnderwater Vehicles and Communication SystemsAdvanced Memory and Neural Computing