Chemically Regulated Conical Channel Synapse for Neuromorphic and Sensing Applications
Abstract
Fluidic iontronics offer a unique capability for emulating the chemical processes found in neurons. We extract multiple distinct chemically regulated synaptic features from a single conical microfluidic channel carrying functionalized surface groups, using finite-element calculations of continuum transport equations. Such channels have long been employed for fluidic sensing and are therefore experimentally well established. By modeling a Langmuir-type surface reaction on the channel wall we couple fast voltage-induced volumetric salt accumulation with a long-term channel surface charge modulation by means of fast charging and slow discharging. These nonlinear charging dynamics are understood through an analytic approximation rooted in first-principles. We show how short-and long-term potentiation and depression, frequency-dependent plasticity, and chemical-electrical signal coincidence detection (acting like a chemical-electrical AND logic gate), akin to the NMDA mechanism for Hebbian learning in biological synapses, can all be emulated with a single channel.
- Publication:
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arXiv e-prints
- Pub Date:
- June 2024
- DOI:
- 10.48550/arXiv.2406.03195
- arXiv:
- arXiv:2406.03195
- Bibcode:
- 2024arXiv240603195K
- Keywords:
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- Condensed Matter - Soft Condensed Matter