The application discloses a
capacitor life prediction method and
system based on a
capacitor attenuation rate, and the method comprises
capacitor operation data collection, out-of-group
passivation loss construction, time-series capacitor
attenuation loss construction, attenuation constraint loss construction, time-varying coefficient calculation, capacitor life prediction model design and capacitor life prediction. The application belongs to the field of
data processing, and specifically refers to a capacitor life prediction method and
system based on a capacitor attenuation rate. The scheme is designed for the time-varying out-of-group
passivation loss of the out-of-group and
noise problems, suppresses the out-of-group points, avoids the overall deviation of the life prediction, constructs the time-varying scale parameter to remove the false micro shaking, constructs the time-series capacitor
attenuation loss fused with acceleration sensing, introduces the second-order difference of the capacitor attenuation rate to capture the accelerated degradation characteristics, constructs the attenuation constraint loss to improve the rationality of the long-term life prediction, constructs the time-varying coefficient to realize dynamic
weight distribution, realizes the near short-term high-precision and long-term stable trend, and improves the capacitor life prediction effect.