SYSTEMS AND METHODS FOR LOW-POWER GAS MONITORING

    公开(公告)号:US20210181134A1

    公开(公告)日:2021-06-17

    申请号:US17190119

    申请日:2021-03-02

    IPC分类号: G01N27/12 G01N33/00 G06N3/04

    摘要: Systems and methods of applying a prediction model to metal oxide sensors that change their electric resistances in response to surrounding gas concentrations for predicting equilibrium state resistance values of the sensors. The method includes heating a metal oxide sensor to for a predetermined period of time for the metal oxide sensor to interact with a surrounding gas; sampling transient resistance values of the metal oxide sensor to obtain sampled transient resistance values; determining an electrical resistance of the metal oxide sensor in a chemical equilibrium state of the interaction of the metal oxide sensor and the surrounding gas via applying a neural network; and determining a concentration level of the surrounding gas at the chemical equilibrium state by mapping the determined electrical resistance to a corresponding concentration level of the surrounding gas.

    Systems and methods for low-power gas monitoring

    公开(公告)号:US11754521B2

    公开(公告)日:2023-09-12

    申请号:US17190119

    申请日:2021-03-02

    IPC分类号: G01N27/12 G01N33/00 G06N3/044

    摘要: Systems and methods of applying a prediction model to metal oxide sensors that change their electric resistances in response to surrounding gas concentrations for predicting equilibrium state resistance values of the sensors. The method includes heating a metal oxide sensor to for a predetermined period of time for the metal oxide sensor to interact with a surrounding gas; sampling transient resistance values of the metal oxide sensor to obtain sampled transient resistance values; determining an electrical resistance of the metal oxide sensor in a chemical equilibrium state of the interaction of the metal oxide sensor and the surrounding gas via applying a neural network; and determining a concentration level of the surrounding gas at the chemical equilibrium state by mapping the determined electrical resistance to a corresponding concentration level of the surrounding gas.