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Joint Modulation Classification and Antenna Number Detection for MIMO Systems

机译:MIMO系统的联合调制分类和天线数检测

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摘要

Noncooperative classification of the modulation type of communication signals finds application in both civilian and military contexts. Existing modulation classification methods for multiple-input multiple-output (MIMO) communication systems commonly require information on the number of transmit antennas employed by the multiantenna transmitter, which, in most of the noncooperative scenarios involving modulation classification, is unknown and needs to be blindly extracted from the received signal. Since the problems of MIMO modulation classification and detection of the number of transmit antennas are highly coupled, we propose a decision theoretic approach for spatial multiplexing MIMO systems that considers these two tasks as a joint multiple hypothesis testing problem. The proposed method exhibits a high performance even in moderate to low SNR regimes while requiring no knowledge of the channel state information and the noise variance.
机译:通信信号调制类型的非合作分类在民用和军事环境中都有应用。用于多输入多输出(MIMO)通信系统的现有调制分类方法通常需要有关多天线发射机所使用的发射天线数量的信息,在涉及调制分类的大多数非合作方案中,这些信息是未知的并且需要盲目地进行从接收到的信号中提取。由于MIMO调制分类和发射天线数量检测的问题高度耦合,因此我们提出了一种针对空间复用MIMO系统的决策理论方法,将这两个任务视为联合多重假设测试问题。所提出的方法即使在中等到低SNR的情况下也表现出高性能,而无需了解信道状态信息和噪声方差。

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