On blind identifiability of FIR-MIMO systems with cyclostationary inputs using second order statistics

被引:14
作者
Bradaric, I [1 ]
Petropulu, AP
Diamantaras, K
机构
[1] Drexel Univ, Dept Elect & Comp Engn, Philadelphia, PA 19104 USA
[2] Inst Educ Technol, Dept Informat, Thessaloniki, Sindos, Greece
基金
美国国家科学基金会;
关键词
blind system identification; cyclostationary inputs; second-order statistics;
D O I
10.1109/TSP.2002.806998
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 a general n x n multiple-input multiple-output (MIMO) system excited by unobservable inputs that are spatially independent, cyclostationary with unknown statistics. Such a MIMO scenario appears in many applications, such as multiuser communications and separation of competing speakers in speech processing. A special case of this problem, i.e., a 2 x 2 system case, was recently addressed in another work using frequency-domain correlations of the system output. In this paper, we provide a set of conditions under which a general n x n system is uniquely identifiable based on the second-order frequency-domain correlations of the system output. We provide a constructive proof for the uniqueness of the system solution, which could also serve as a basis for a practical algorithm for system identification.
引用
收藏
页码:434 / 441
页数:8
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