The invention provides a grading lightweight
correction method for
cross sensitivity of an
electrochemical gas sensor, which comprises primary correction, secondary correction and
tertiary correction of the
cross sensitivity, is a layer-by-layer progressive and mutually complementary
correction system, and can reliably identify and process the
cross sensitivity influence in the
complete life cycle of the sensor. According to the invention, a model lightweight design thought is adopted, based on a response mechanism of an electrochemical sensor, that is, sensor response and
gas concentration in a certain range are in an approximately
linear relationship, and an adopted polynomial is not higher than a second order, so that a slight nonlinear demand of capture response is met, and an
overfitting risk is prevented from being introduced; the model generalization ability can be improved, and the method is very suitable for being implemented on edge equipment with
limited resources. According to the method, the model forms of all levels can be quickly determined according to industry requirements, and high-precision, low-
delay and low-power-consumption cross-sensitive real-time correction can be realized on resource-limited edge equipment.