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Independent Control and Path Planning of Microswimmers with a Uniform Magnetic Field

Lucas Amoudruz, Petros Koumoutsakos

2021Advanced Intelligent Systems32 citationsDOIOpen Access PDF

Abstract

Artificial bacteria flagella (ABFs) are magnetic helical microswimmers that can be remotely controlled via a uniform, rotating magnetic field. Previous studies have used the heterogeneous response of microswimmers to external magnetic fields for achieving independent control. Herein, analytical and reinforcement learning control strategies for path planning to a target by multiple swimmers using a uniform magnetic field are introduced. The comparison of the two algorithms shows the superiority of reinforcement learning in achieving minimal travel time to a target. The results demonstrate, for the first time, the effective independent navigation of realistic microswimmers with a uniform magnetic field in a viscous flow field.

Topics & Concepts

Magnetic fieldPath (computing)Motion planningField (mathematics)Computer scienceControl (management)Reinforcement learningPhysicsControl theory (sociology)Artificial intelligenceMathematicsRobotQuantum mechanicsProgramming languagePure mathematicsMicro and Nano RoboticsMicrofluidic and Bio-sensing TechnologiesMolecular Communication and Nanonetworks
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