TILINGS OF THE TIME-FREQUENCY PLANE - CONSTRUCTION OF ARBITRARY ORTHOGONAL BASES AND FAST TILING ALGORITHMS

被引:110
作者
HERLEY, C
KOVACEVIC, J
RAMCHANDRAN, K
VETTERLI, M
机构
[1] COLUMBIA UNIV,CTR TELECOMMUN RES,NEW YORK,NY 10027
[2] COLUMBIA UNIV,DEPT ELECT ENGN,NEW YORK,NY 10027
基金
美国国家科学基金会;
关键词
D O I
10.1109/78.258078
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
We consider expansions which give arbitrary orthonormal tilings of the time-frequency plane. These differ from the short-time Fourier transform, wavelet transform, and wavelet packets tilings in that they change over time. We show how this can be achieved using time-varying orthogonal tree structures, which preserve orthogonality, even across transitions. The method is based on the construction of boundary and transition filters; these allow us to construct essentially arbitrary tilings. Time-varying modulated lapped transforms are a special case, where both boundary and overlapping solutions are possible with filters obtained by modulation. We present a double-tree algorithm which for a given signal decides on the best binary segmentation in both time and frequency. That is, it is a joint optimization of time and frequency splitting. The algorithm is optimal for additive cost functions (e.g., rate-distortion), and results in time-varying best bases, the main application of which is for compression of nonstationary signals. Experiments on test signals are presented.
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收藏
页码:3341 / 3359
页数:19
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