Generalized Morse Wavelets as a Superfamily of Analytic Wavelets

被引:348
作者
Lilly, Jonathan M. [1 ]
Olhede, Sofia C. [2 ]
机构
[1] NW Res Associates Inc, Bellevue, WA 98009 USA
[2] UCL, Dept Stat Sci, London WC1E 6BT, England
基金
美国国家科学基金会; 英国工程与自然科学研究理事会;
关键词
Amplitude modulation; continuous wavelet transform; frequency modulation; Hilbert transform; GAMMA DISTRIBUTION; MODEL;
D O I
10.1109/TSP.2012.2210890
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The generalized Morse wavelets are shown to constitute a superfamily that essentially encompasses all other commonly used analytic wavelets, subsuming eight apparently distinct types of analysis filters into a single common form. This superfamily of analytic wavelets provides a framework for systematically investigating wavelet suitability for various applications. In addition to a parameter controlling the time-domain duration or Fourier-domain bandwidth, the wavelet shape with fixed bandwidth may be modified by varying a second parameter, called gamma. For integer values of gamma, the most symmetric, most nearly Gaussian, and generally most time-frequency concentrated member of the superfamily is found to occur for gamma = 3. These wavelets, known as "Airy wavelets," capture the essential idea of popular Morlet wavelet, while avoiding its deficiencies. They may be recommended as an ideal starting point for general purpose use.
引用
收藏
页码:6036 / 6041
页数:7
相关论文
共 16 条
[1]  
Bayram M, 2000, NONLINEAR AND NONSTATIONARY SIGNAL PROCESSING, P292
[2]   TIME FREQUENCY LOCALIZATION OPERATORS - A GEOMETRIC PHASE-SPACE APPROACH .2. THE USE OF DILATIONS [J].
DAUBECHIES, I ;
PAUL, T .
INVERSE PROBLEMS, 1988, 4 (03) :661-680
[3]   RELATIONS BETWEEN THE STATISTICS OF NATURAL IMAGES AND THE RESPONSE PROPERTIES OF CORTICAL-CELLS [J].
FIELD, DJ .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1987, 4 (12) :2379-2394
[4]  
Hegyi S., 1999, 8 INT WORKSH MULT PR, P272
[5]  
Holschneider M., 1995, WAVELETS ANAL TOOL
[6]  
KNUTSSON H, 1994, IEEE IMAGE PROC, P36, DOI 10.1109/ICIP.1994.413270
[7]   A PHYSICAL BASIS FOR GENERALIZED GAMMA DISTRIBUTION [J].
LIENHARD, JH ;
MEYER, PL .
QUARTERLY OF APPLIED MATHEMATICS, 1967, 25 (03) :330-&
[8]   On the Analytic Wavelet Transform [J].
Lilly, Jonathan M. ;
Olhede, Sofia C. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2010, 57 (08) :4135-4156
[9]   Higher-Order Properties of Analytic Wavelets [J].
Lilly, Jonathan M. ;
Olhede, Sofia C. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (01) :146-160
[10]  
Mallat SG., 1999, WAVELET TOUR SIGNAL