Title :
Frequency-domain quaternion-valued adaptive filtering and its application to wind profile prediction
Author :
Mengdi Jiang ; Wei Liu ; Yi Li ; Xirui Zhang
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Sheffield, Sheffield, UK
Abstract :
A multi-channel frequency-domain quaternion-valued adaptive filtering structure is proposed based on the quaternion-valued discrete Fourier transform (DFT). Similar to the traditional frequency-domain methods, the proposed method can improve the convergence rate of the employed adaptive algorithms, leading to much better tracking capability for applications in dynamic environments. Simulations based on an augmented quaternion-valued least mean square algorithm are performed for wind profile prediction using recorded data from multiple measurement sites, clearly demonstrating the potential of the proposed method in this specific area.
Keywords :
adaptive filters; discrete Fourier transforms; least mean squares methods; augmented quaternion valued least mean square algorithm; convergence rate; frequency domain quaternion valued adaptive filtering; multiple measurement sites; quaternion valued discrete Fourier transform; wind profile prediction; Discrete Fourier transforms; Frequency-domain analysis; Prediction algorithms; Quaternions; Signal processing algorithms; Vectors; Wind forecasting;
Conference_Titel :
TENCON 2013 - 2013 IEEE Region 10 Conference (31194)
Conference_Location :
Xi´an
Print_ISBN :
978-1-4799-2825-5
DOI :
10.1109/TENCON.2013.6718846