Title :
Spectral analysis of nonstationary signals on a two dimensional space
Author :
Takizawa, Yumi ; Ishiguro, Mako ; Fukasawa, Atsushi ; Ohkawa, Sumio
Author_Institution :
Inst. of Stat. Math., Tokyo, Japan
Abstract :
This paper describes a method and its aliasing filtering for the analysis of nonstationary signals. A modulation model is firstly given to represent nonstationary signals. An instantaneous evaluation function is then defined at a single timepoint realising minimum data length responding to fast time variations. An instantaneous autocorrelation is given by instantaneous representation of time dependent autocorrelation. Secondly, the nonstationary spectrum is represented on a two dimensional (2-D) space with two frequency axes. These two axes are defined by the transformation of instantaneous autocorrelation signals from 2-D space with variables of lag and time. The first and the second axes correspond to stationary and nonstationary frequencies respectively. Band limitation of signals and sampling period on 2-D space are constrained to prevent aliasing caused by 2-D periodic sampling. In this analysis, signal, aliasing and sampling period are defined as instantaneous autocorrelation, error and calculation period for a time-dependent spectrum respectively. As the result of application, it was proved that the proposed method provides more useful and detailed knowledge compared to conventional analysis methods based on assuming stationary
Keywords :
filtering theory; maximum entropy methods; signal processing; spectral analysis; 2-D space nonstationary signals; aliasing filtering; band limitation; fast time variations; instantaneous autocorrelation; instantaneous autocorrelation signals; instantaneous evaluation function; minimum data length; modulation model; nonstationary signals representation; sampling period; spectral analysis; time dependent autocorrelation; Autocorrelation; Entropy; Filtering; Frequency; Mathematics; Sampling methods; Signal analysis; Signal processing; Spectral analysis; Two dimensional displays;
Conference_Titel :
Industrial Electronics, 1999. ISIE '99. Proceedings of the IEEE International Symposium on
Conference_Location :
Bled
Print_ISBN :
0-7803-5662-4
DOI :
10.1109/ISIE.1999.796862