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eess.SY2025
On Kernel Design for Regularized Volterra Series Identification of Wiener-Hammerstein Systems
Yu Xu, Biqiang Mu, Tianshi Chen
There have been increasing interests on the Volterra series identification with the kernel-based regularization method. The major difficulties are on the kernel design and efficien…
eess.SY2024
Kernel-Based Regularized Continuous-Time System Identification from Sampled Data
Xiaozhu Fang, Biqiang Mu, Tianshi Chen
The identification of continuous-time (CT) systems from discrete-time (DT) input and output signals, i.e., the sampled data, has received considerable attention for half a century.…
eess.SY2024
A Local Gaussian Process Regression Approach to Frequency Response Function Estimation
Xiaozhu Fang, Yu Xu, Tianshi Chen
Frequency response function (FRF) estimation is a classical subject in system identification. In the past two decades, there have been remarkable advances in developing local metho…