Feature | Characteristics | |
Space | PCA | Reduced dimension of the origin features with PCA method. |
Magnitude | Down-sampled values of the curve’s magnitude M. The maximum magnitude. Down-sampled values of the normalized magnitude M/max (M). Mean values of the magnitude. | |
Derivative | Down-sampled values of the curve’s derivative D. The maximum and minimum derivative. | |
Second derivative | The maximum and minimum second derivative in both the injection and purge stage. | |
Integral | The integral of the five intervals of the curve; the intervals are the same with the difference feature. | |
Slope | The slope of the five intervals of the curve; the intervals are the same with the difference feature. | |
Phase Feature | The phase feature is proposed in [ 44 ]. First, the response is transformed to the phase space, which is spanned by its magnitude and derivative. Then, the phase feature is defined as | |
Frequency | FFT | Fast Fourier tranformation |
Wavelet | Wavelet transformation |