2ND-ORDER TIME-FREQUENCY SYNTHESIS OF NONSTATIONARY RANDOM-PROCESSES

Citation
F. Hlawatsch et W. Kozek, 2ND-ORDER TIME-FREQUENCY SYNTHESIS OF NONSTATIONARY RANDOM-PROCESSES, IEEE transactions on information theory, 41(1), 1995, pp. 255-267
Citations number
25
Categorie Soggetti
Information Science & Library Science","Engineering, Eletrical & Electronic
ISSN journal
00189448
Volume
41
Issue
1
Year of publication
1995
Pages
255 - 267
Database
ISI
SICI code
0018-9448(1995)41:1<255:2TSONR>2.0.ZU;2-F
Abstract
We present time-frequency methods for the synthesis of finite-energy, nonstationary random processes. The energetic characteristics of the p rocess to be synthesized are specified in a joint time-frequency domai n via a time-frequency model function. The synthesis methods optimize the autocorrelation function of the process such that the process' Wig ner-Ville spectrum is closest to the given model function. An optional signal subspace constraint allows the incorporation of additional pro perties such as bandlimitation and also permits the reformulation of t he synthesis methods in a discrete-time setting. The synthesized proce ss is expressed either in terms of an orthonormal basis of the constra int subspace or via its Karhunen-Loeve expansion. An example involving the prolate spheroidal functions is given, and computer simulation re sults are provided.