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 :
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