DocumentCode
239498
Title
Bicomplex-valued adaptive filtering with application to wind profile prediction
Author
Xiaoming Gou ; Zhiwen Liu ; Zheyi Fan ; Yougen Xu
Author_Institution
Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
fYear
2014
fDate
20-23 Aug. 2014
Firstpage
404
Lastpage
408
Abstract
A variant of the least mean squares (LMS) filtering algorithm is proposed based on bicomplex numbers. Experiments on recorded data for wind profile prediction show its comparable or accelerated convergence rate compared with quaternion-based approaches. The benefits of further exploitation of bicomplex numbers can be projected, including frequency-domain methods and augmented model-based methods.
Keywords
adaptive filters; algebra; least mean squares methods; wind; LMS filtering algorithm; accelerated convergence rate; bicomplex approaches; bicomplex numbers; bicomplex-valued adaptive filtering; frequency-domain methods; hypercomplex algebra; least mean squares filtering algorithm; quaternion-based approaches; wind profile prediction; Algebra; Conferences; Digital signal processing; Quaternions; Signal processing algorithms; Wind forecasting; bicomplex number; least mean squares; wind profile prediction;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing (DSP), 2014 19th International Conference on
Conference_Location
Hong Kong
Type
conf
DOI
10.1109/ICDSP.2014.6900695
Filename
6900695
Link To Document