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首页> 外文期刊>Circuits, systems, and signal processing >On the Blind Channel Identifiability of MIMO-STBC Systems Using Noncircular Complex FastICA Algorithm
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On the Blind Channel Identifiability of MIMO-STBC Systems Using Noncircular Complex FastICA Algorithm

机译:基于非圆形复数FastICA算法的MIMO-STBC系统盲信道识别

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摘要

This paper studies the channel identifiability for Multiple-Input Multiple-Output Space-Time Block Code (MIMO-STBC) systems using the noncircular complex Fast Independent Component Analysis (nc-FastICA) algorithm. In contrast to the previous blind MIMO-STBC channel estimation methods in literature, the method proposed in this paper is more suitable for non-cooperative scenario since it needs less prior knowledge and does not require any modification of the transmitter. The main contribution of the paper consists in the theoretical proof that, although the sources among different antennas of MIMO-STBC systems are not independent, they can be retrieved from the received data by directly using nc-FastICA algorithm in most cases. The conclusion is also demonstrated by simulation. This shows that the classical nc-FastICA algorithm can be applied to a wider range of situations rather than strictly independent sources.
机译:本文使用非圆形复杂快速独立分量分析(nc-FastICA)算法研究了多输入多输出空时分组码(MIMO-STBC)系统的信道可识别性。与文献中先前的盲式MIMO-STBC信道估计方法相比,本文提出的方法更适合于非合作场景,因为它需要较少的先验知识并且不需要对发射器进行任何修改。本文的主要贡献在于从理论上证明,尽管MIMO-STBC系统的不同天线之间的信号源不是独立的,但在大多数情况下,可以直接使用nc-FastICA算法从接收到的数据中检索它们。仿真也证明了这一结论。这表明经典的nc-FastICA算法可以应用于更广泛的情况,而不是严格独立的来源。

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