A neuromorphic electronic nose design

Shavika Rastogi, Nik Dennler, Michael Schmuker, Andre Van Schaik

Research output: Contribution to journalArticlepeer-review

2 Citations (Scopus)

Abstract

Rapid detection of gas concentration is important in different domains, such as gas leakage monitoring and pollution control, for the prevention of health hazards. Out of different types of gas sensors, metal oxide (MOx) sensors are extensively used in such applications because of their portability, low cost, and high sensitivity for specific gases. However, how to effectively sample the MOx data for the real-time detection of gas and its concentration level remains an open question. Here, we introduce a simple analog front end for one MOx sensor that encodes the gas concentration in the time difference between pulses of two separate pathways. This front-end design is inspired by the spiking output of a mammalian olfactory bulb. We show that for a gas pulse injected in a constant airflow, the time difference between pulses decreases with increasing gas concentration, similar to the spike time difference between the two principal output neurons in the olfactory bulb. The circuit design is further extended to an MOx sensor array, and this sensor array front end was tested in the same environment for gas identification and concentration estimation. Encoding of gas stimulus features in analog spikes at the sensor level itself may result in data and power-efficient real-time gas sensing systems in the future, which can ultimately be used in uncontrolled and turbulent environments for longer periods without data explosion.

Original languageEnglish
Pages (from-to)23135-23143
Number of pages9
JournalIEEE Sensors Journal
Volume25
Issue number12
DOIs
Publication statusPublished - 2025

Keywords

  • analog front-end
  • gas concentration
  • Metal oxide sensors
  • olfactory bulb

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