Residential College | false |
Status | 已發表Published |
FFT formulations of adaptive Fourier decomposition | |
Gao, You1; Ku, Min2; Qian, Tao1; Wang, Jianzhong3 | |
2017-11 | |
Source Publication | JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS |
ISSN | 0377-0427 |
Volume | 324Pages:204-215 |
Abstract | Adaptive Fourier decomposition (AFD) has been found to be among the most effective greedy algorithms. AFD shows an outstanding performance in signal analysis and system identification. As compensation of effectiveness, the computation complexity is great, that is especially due to maximal selections of the parameters. In this paper, we explore the discretization of the 1-D AFD integration via with discrete Fourier transform (DFT), incorporating fast Fourier transform (FFT). We show that the new algorithm, called FFT-AFD, reduces the computational complexity from O (MN2) to O (MN log N), the latter being the same as FFT. Through experiments, we verify the effectiveness, accuracy, and robustness of the proposed algorithm. The proposed FFT-based algorithm for AFD lays a foundation for its practical applications. (C) 2017 Elsevier B.V. All rights reserved. |
Keyword | Fast Fourier Transform Computational Complexity Adaptive Decomposition Greedy Algorithm Reproducing Kernel Hilbert Space |
DOI | 10.1016/j.cam.2017.04.029 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Mathematics |
WOS Subject | Mathematics, Applied |
WOS ID | WOS:000403633900012 |
Publisher | ELSEVIER SCIENCE BV |
The Source to Article | WOS |
Scopus ID | 2-s2.0-85019088645 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Corresponding Author | Gao, You; Ku, Min; Qian, Tao; Wang, Jianzhong |
Affiliation | 1.Department of Mathematics, University of Macau, Macao 2.CIDMA, Department of Mathematics, University of Aveiro, Portugal 3.Department of Mathematics and Statistics, Sam Houston State University, United States |
First Author Affilication | University of Macau |
Corresponding Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Gao, You,Ku, Min,Qian, Tao,et al. FFT formulations of adaptive Fourier decomposition[J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2017, 324, 204-215. |
APA | Gao, You., Ku, Min., Qian, Tao., & Wang, Jianzhong (2017). FFT formulations of adaptive Fourier decomposition. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 324, 204-215. |
MLA | Gao, You,et al."FFT formulations of adaptive Fourier decomposition".JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS 324(2017):204-215. |
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