Kernel Regularization for Low-Frequency Decay Systems

This paper discusses a kernel regularization method in the frequency domain. In particular, this paper proposes a new kernel which encodes prior knowledge on the rate of low frequency decay. Since the proposed kernel is designed for frequency response rather than impulse response, it becomes possible to estimate unstable systems. A numerical example with unstable system is shown to demonstrate the effectiveness of the proposed method.