Outliers and noise will cause difficulties during processing and using flight data.

The outlier signal from the MEMS gyro drift could be got rid of effectively by uniting the mean filter and the median filter.

The fuzzy membership of each sample is defined by affinity among samples, and by the training determine a threshold, noises and outliers are removed, which influence optimal separating hyperplane.