Spline nonlinear adaptive filters are well known for their ability to efficiently model nonlinear systems while having low computational complexity. However, the performance of traditional …
S Guan, B Biswal - Journal of Automation and Intelligence, 2023 - Elsevier
Two novel spline adaptive filtering (SAF) algorithms are proposed by combining different iterative gradient methods, ie, Adagrad and RMSProp, named SAF-Adagrad and SAF …
L Yang, J Liu, R Yan, X Chen - Signal Processing, 2019 - Elsevier
In order to mitigate the interference of impulsive noises in the identification of Wiener-type nonlinear systems using traditional spline adaptive filter (SAF) algorithm, an enhanced SAF …
L Yang, J Liu, Q Zhang, R Yan, X Chen - Signal Processing, 2020 - Elsevier
Spline adaptive filter (SAF) is a kind of simple and effective nonlinear system online identification method. When the length of FIR filter, which represents the linear sub-model, is …
L Yang, J Liu, R Sun, R Yan, X Chen - Nonlinear Dynamics, 2021 - Springer
In this paper, a new spline adaptive filter (SAF) used for identifying the nonlinear systems is presented, in which a real-time over-sampling (RTOS) strategy is proposed in order to solve …
The paper addresses nonlinear identification using the Wiener series. Differently from the traditional approach, the truncated Wiener series is expressed as a linear combination of …
In this chapter we propose a unifying overview of a recent class of nonlinear adaptive filters, known as Spline Adaptive Filter (SAF). This family of nonlinear adaptive filters comes from …
L Yang, J Liu, Z Zhao, R Yan, X Chen - Nonlinear Dynamics, 2019 - Springer
In order to improve the convergence speed of the nonlinear spline adaptive filter (SAF) in the identification of block-oriented systems, an interval variable step-size algorithm is proposed …
S Guan, Q Cheng, Y Zhao, B Biswal - Signal, Image and Video Processing, 2022 - Springer
To reduce the interference of impulsive noise when the spline adaptive filter (SAF) algorithm is used to identify nonlinear systems, this paper proposes a family of SAF algorithms using …