A Bioinspired Artificial Gustatory Neuron for a Neuromorphic Based Electronic Tongue

Nano Lett. 2022 Jul 13;22(13):5244-5251. doi: 10.1021/acs.nanolett.2c01107. Epub 2022 Jun 23.

Abstract

A novel biomimicked neuromorphic sensor for an energy efficient and highly scalable electronic tongue (E-tongue) is demonstrated with a metal-oxide-semiconductor field-effect transistor (MOSFET). By mimicking a biological gustatory neuron, the proposed E-tongue can simultaneously detect ion concentrations of chemicals on an extended gate and encode spike signals on the MOSFET, which acts as an input neuron in a spiking neural network (SNN). Such in-sensor neuromorphic functioning can reduce the energy and area consumption of the conventional E-tongue hardware. pH-sensitive and sodium-sensitive artificial gustatory neurons are implemented by using two different sensing materials: Al2O3 for pH sensing and sodium ionophore X for sodium ion sensing. In addition, a sensitivity control function inspired by the biological sensory neuron is demonstrated. After the unit device characterization of the artificial gustatory neuron, a fully hardware-based E-tongue that can classify two distinct liquids is demonstrated to show a practical application of the artificial gustatory neurons.

Keywords: Biosensor; electronic tongue; gustatory neuron; neuromorphic; spiking neural network (SNN).

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Electronic Nose*
  • Neural Networks, Computer
  • Neurons* / physiology
  • Oxides
  • Semiconductors
  • Sodium

Substances

  • Oxides
  • Sodium