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Neuromorphic device architectures with global connectivity through electrolyte gating.

Paschalis Gkoupidenis1, Dimitrios A Koutsouras1, George G Malliaras1

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This summary is machine-generated.

This study demonstrates global regulation in neuromorphic devices using an electrolyte, mimicking brain homeoplasticity. This approach enables complex network behaviors with reduced hardwired connections, advancing neuromorphic engineering.

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Area of Science:

  • Neuromorphic Engineering
  • Neuroscience
  • Materials Science

Background:

  • Brain information processing relies on neural networks with global regulation (homeoplasticity).
  • Existing neuromorphic devices lack effective global regulation mechanisms.
  • Homeoplasticity's role in neural ensembles is crucial but underexplored in artificial systems.

Purpose of the Study:

  • To demonstrate global control in neuromorphic devices using an electrolyte.
  • To mimic homeoplasticity phenomena observed in biological neural environments.
  • To explore electrolyte-mediated complex connections for advanced neuromorphic functions.

Main Methods:

  • Fabrication of organic devices using poly(3,4-ethylenedioxythiophene):poly(styrene sulf) immersed in an electrolyte.
  • Implementation of electrolyte gating for global control of device arrays.
  • Analysis of device behavior mimicking biological neural network coupling and coincidence detection.

Main Results:

  • Achieved global regulation of an array of organic neuromorphic devices via electrolyte immersion.
  • Demonstrated behavior reminiscent of local activity and global oscillations coupling in neural networks.
  • Showcased electrolyte-induced complex inter-device connections enabling coincidence detection.

Conclusions:

  • Electrolyte gating effectively mimics biological homeoplasticity in neuromorphic devices.
  • This approach facilitates complex network behaviors with minimal hardwired connectivity.
  • Electrolyte-mediated interactions offer a promising pathway for advanced, scalable neuromorphic systems.