广东工业大学 应用数学学院,广东,广州,510520
蒋文超(1995-),女,硕士研究生,主要研究方向为自适应傅里叶分解在再生核空间的应用
网络首发:2021-05-10,
纸质出版:2021
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蒋文超, 谭立辉. 自适应Fourier分解思想在再生核W2 1 [a,b]空间的应用[J]. 广东工业大学学报, 2021, 38(3): 65-71. DOI: 10.12052/gdutxb.200094.
Jiang Wen-chao, Tan Li-hui. Application of the Principle of Adaptive Fourier Decomposition in Reproducing Kernel W2 1[a,b] Space[J]. 2021, 38(3): 65-71. DOI: 10.12052/gdutxb.200094.
在再生核
$W_2^1[a
b]$
<
img text_id='M3' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M3.jpg'>
空间中研究自适应正交贪婪分解算法
利用能量下降最快的原理自适应性地构造出最佳
$n$
<
img text_id='M4' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M4.jpg'>
项逼近函数
并从理论上证明其收敛性成立。最后
实验验证了在
$W_2^1[a
b]$
<
img text_id='M3' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M3.jpg'>
再生核空间中
利用正交贪婪原理构造的
$n$
<
img text_id='M4' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M4.jpg'>
项数值原函数比用等分结点构造出的最佳
$n$
<
img text_id='M4' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M4.jpg'>
项数值原函数收敛效果更优。
Te adaptive orthogonal greedy decomposition algorithm in the reproducing kernel
$W_2^1[a
b]$
<
img text_id='M8' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M8.jpg'>
-space is studied. The optimal
n
-term approximation function is adaptively constructed based on the principle of the fastest energy descent
and the convergence of this algorithm is proved theoretically. Finally
an experiment is used to verify that in the reproducing kernel
$W_2^1[a
b]$
<
img text_id='M8' class='formula-img' style='display:none;' src='gdgydxxb-38-3-65_M8.jpg'>
-space
the best
n
-term numerical original function constructed by the orthogonal greedy principle has a better convergence effect than the best
n
-term numerical original function constructed with equal division nodes.
SHI B, GUO J F. Compressed sensing method based on over-complete dictionary and sparse representation of vibration signal [J]. Mechanical Design and Manufacturing Engineering, 2018, 47(5): 55-59.
ROSENTHAL A, RAZANSKY D, NTZIACH- RISTOS V. Quantitative optoacoustic signal extraction using sparse signal representation [J]. IEEE Transactions on Medical Imaging, 2009, 28(12): 1997-2006.
PROTTER M, YAVNEH I, ELAD M. Closed- form MMSE estimation for signal denoising under sparse representation modeling over a unitary dictionary [J]. IEEE Transactions on Signal Processing, 2010, 58(7): 3471-3484.
DAUBECHIES I. Ten lectures on wavelets [J]. Computers in Physics, 1992, 93(3): 1671-1671.
COHEN L. Time-frequency analysis[M]. New Jersey: Prentice Hall, 1995.
HUANG N E, SHEN Z, LONG S R, et al . The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J ] . Proceedings Mathematical Physical Engineering Sciences, 1998, 454(1971): 903-995.
GABOR D. Theory of communication [J]. Journal of Institute of Electrical Engineers, 1946, 93(26): 429-441.
GEORGOULAS G, TSOUMAS I, ANTONINO DAVIU J, et al . Automatic pattern identification based on the complex empirical mode decomposition of the startup current for the diagnosis of rotor asymmetries in asynchronous machines [J ] . IEEE Transactions on Industrial Electronics, 2014, 61(9): 4937-4946.
YEH J, FAN S, SHIEH J, et al . Human heart beat analysis using a modified algorithm of detrended fluctuation analysis based on empirical mode decomposition [J ] . Medical Engineering and Physics, 2009, 31(1): 92-100.
LEI Y G, LIN J, HE Z J, et al . A review on empirical mode decomposition in fault diagnosis of rotating machinery [J ] . Mechanical System and Signal Processing, 2013, 35(1): 108-126.
HUANG N E, DAUBECHIES I, HOU T Y. Adaptive data analysis: theory and applications [J]. Philosophical Transactions of the Royal Society A-Mathematical Physical and Engineering Sciences, 2016, 374: 20-65.
SHARPLEY R C, VATCHEV V. Analysis of the intrinsic mode functions [J]. Constructive Approximation, 2006, 24(1): 17-47.
DOROSLOVACKI M I. On nontrivial analytic signals with positive instantaneous frequency [J]. Signal Processing, 2003, 83(3): 655-658.
QIAN T, CHEN Q H, Li L Q. Analytic unit quadrature signals with nonlinear phase [J]. Physica D: Nonlinear Phenomena, 2005, 203: 80-87.
TAN L H, YANG L H, HUANG D R. The structure of instantaneous frequencies of periodic analytic signals [J]. Science China, 2010, 53(2): 347-355.
QIAN T, TAN L H. Characterizations of mono- components: the blaschke and starlike types [J]. Complex Analysis and Operator Theory, 2018, 12: 1383-1399.
BULTHEEL A. Orthogonal rational functions[M]. Cambridge: Cambridge University Press, 1999: 123-126.
NINNESS B, GUSTAFSSON F. A unifying construction of orthonormal bases for system identification [J]. IEEE Transactions on Automatic Control, 2002, 42(4): 515-521.
HUSEYIN A, NINNESS B. Orthonormal basis functions for modelling continuous time systems [J]. Signal Processing, 1999, 77(3): 261-274.
QIAN T, SPROBIG W, WANG Y B. Adaptive fourier decomposition of functions in quaternionic hardy spaces [J]. Mathematical Methods in the Applied Sciences, 2012, 35(1): 43-64.
SHIM B, WANG J, KWON S. Generalized orthogonal matching pursuit [J]. IEEE Transaction on Signal Processing, 2012, 60(4): 6202-6216.
QIAN T, WANG Y B. Adaptive fourier series-a variation of greedy algorithm[M]. New York: Springer-Verlag, 2011: 279-293.
ZHANG L M. Adaptive fourier decomposition based time-frequency analysis [J]. Journal of Electronic Science and Technology, 2014, 12(2): 201-205.
TAN C Y, ZHANG L M, WU H T. A novel blaschke unwinding adaptive fourier decomposition based signal compression algorithm with application on ECG signals [J]. IEEE Journal of Biomedical and Health Informatics, 2019, 23(2): 672-682.
MI W, QIAN T. Frequency-domain identification: an algorithm based on an adaptive rational orthogonal system [J]. Automatica, 2012, 48(6): 1154-1162.
钱涛. 自适应Fourier变换: 一个贯穿复几何, 调和分析及信号分析的数学方法[M]. 北京: 科学出版社, 2015: 25-33.
CUI M G, DENG Z X. The best interpolation approximation operator in W 2 1 -space [J ] . Computational Mathematics, 1986, 8(2): 209-216.
崔明根, 吴勃英. 再生核空间的数值分析[M]. 北京: 科学出版社, 2004: 124-128.
吴勃英, 林迎珍. 应用型再生核空间[M]. 北京: 科学出版社, 2012: 130-141.
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