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Reaching Bio-Voltages and Controlling Synaptic Dynamics in Liquid-Based Neuromorphic Devices

Andreia Silva, Ana T. S. C. Brandão, Carlos M. Pereira, J. Ventura, Catarina Dias

2025Nano Letters6 citationsDOIOpen Access PDF

Abstract

Recent advances in neuromorphic resistive switching have enabled us to start emulating biological synapses and neurons. A liquid switching medium brings these devices even closer to brain-like systems, being soft and flexible. Here, we propose copper solution-based artificial synapses that show both nonvolatile and volatile, and excitatory and inhibitory behavior, without an electroforming step. Different copper sulfate solutions, concentrations, electrode materials, and spacings were studied. Low operation voltage was achieved for the aqueous solution, showing high endurance and data retention. By changing solvation to glyceline, a change between nonvolatile and volatile dynamics occurred, while maintaining neuromorphic behavior and enhancing stability. This shows, for the first time, both potentiation and depression in a volatile device. Our results are promising for bio-voltage neuromorphic memristor-based interfaces.

Topics & Concepts

Neuromorphic engineeringDynamics (music)VoltageMaterials scienceNeuroscienceNanotechnologyPhysicsComputer scienceOptoelectronicsArtificial neural networkElectrical engineeringArtificial intelligenceBiologyEngineeringAcousticsAdvanced Memory and Neural ComputingNeuroscience and Neural EngineeringNeural dynamics and brain function
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