TY - JOUR
T1 - A neuromorphic electronic nose design
AU - Rastogi, Shavika
AU - Dennler, Nik
AU - Schmuker, Michael
AU - Van Schaik, Andre
PY - 2025
Y1 - 2025
N2 - 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.
AB - 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.
KW - analog front-end
KW - gas concentration
KW - Metal oxide sensors
KW - olfactory bulb
UR - http://www.scopus.com/inward/record.url?scp=105004824179&partnerID=8YFLogxK
UR - https://go.openathens.net/redirector/westernsydney.edu.au?url=https://doi.org/10.1109/JSEN.2025.3566409
U2 - 10.1109/JSEN.2025.3566409
DO - 10.1109/JSEN.2025.3566409
M3 - Article
AN - SCOPUS:105004824179
SN - 1530-437X
VL - 25
SP - 23135
EP - 23143
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 12
ER -