Spectral Representation of Transient Signals

被引:0
作者
Lahlou, Tarek A. [1 ]
Oppenheim, Alan V. [1 ]
机构
[1] MIT, Digital Signal Proc Grp, Cambridge, MA 02139 USA
来源
2014 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP) | 2014年
关键词
The discrete transient transform; nonlinear filtering; biorthogonal transform; real exponentials;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Signal processing techniques exploiting natural and efficient representations of a class of signals with an underlying parametric model have been extensively studied and successfully applied across many disciplines. In this paper, we focus attention to the representation of one such class, i.e. transient structured signals. The class of transient signals in particular often results in computationally ill-conditioned problems which are further degraded by the presence of noise. We develop the Discrete Transient Transform, a biorthogonal transform to a basis parameterized by decay rate, along with algorithms for its implementation which mitigate these numerical issues and enable a spectral approach to parameter identification, estimation, and modeling for signals with transient behavior. The three algorithms developed have varying degrees of numerical robustness for generating the biorthogonal transient basis. Issues pertaining to transient spectral leakage and resolution are characterized and discussed in the context of an example related to Vandermonde system inversion.
引用
收藏
页码:660 / 663
页数:4
相关论文
共 14 条
[1]  
[Anonymous], 2010, DISCRETE TIME SIGNAL
[2]  
[Anonymous], THESIS
[3]  
[Anonymous], 2008, Principles of Quantum Mechanics
[4]  
Armstrong H., 1959, IRE T CIRCUIT THEORY
[5]  
Axler S., 2004, Linear Algebra Done Right, V2nd
[6]  
Beckermann B, 2000, NUMER MATH, V85, P553, DOI 10.1007/s002110000145
[7]  
Boyce W.E., 1992, ELEMENTARY DIFFERENT, V3rd
[8]   SIGNAL ENHANCEMENT - A COMPOSITE PROPERTY MAPPING ALGORITHM [J].
CADZOW, JA .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (01) :49-62
[9]  
Lahlou T. A., 2013, THESIS
[10]   LINEAR PREDICTION - TUTORIAL REVIEW [J].
MAKHOUL, J .
PROCEEDINGS OF THE IEEE, 1975, 63 (04) :561-580