The invention discloses a comprehensive analysis training method for dissolved gas in
transformer oil, and relates to the technical field of
gas analysis, and the method comprises the following steps: receiving
dielectric spectroscopy sampling data and ultrasonic sampling data of a
transformer oil sample;
gaussian filtering
noise reduction is carried out on the
dielectric spectroscopy sampling data, and cubic spline interpolation is carried out on the ultrasonic sampling data to supplement missing points; according to the method,
dielectric characteristics of different gas components are reflected by extracted peak position frequency, peak height,
full width at half maximum and peak shape symmetry factors in a
dielectric spectroscopy measurement mode, the influence of
signal interference on concentration
estimation is reduced, scattering and absorption characteristics of gas molecules in an oil sample are reflected in an ultrasonic
time domain measurement mode, and the concentration
estimation accuracy is improved. According to the method, two complementary measurement
modes of
dielectric spectroscopy measurement and ultrasonic
time domain measurement are adopted, an Isolation Forest model and an One-ClassSVM model are respectively utilized to carry out dual-channel preliminary
estimation on the
gas concentration, and the quantitative analysis capability of the
gas concentration is maintained under complex working conditions.