论文标题
在MIMO通道上图像的深关节源通道编码的时空设计
Space-time design for deep joint source channel coding of images Over MIMO channels
论文作者
论文摘要
我们提出了新型的深接头源通道编码(DEEPJSCC)算法,用于通过多输入多输出(MIMO)瑞利褪色通道,仅在接收器上获得通道状态信息(CSI)时。我们考虑两种不同的方案。一种分别利用空间多样性,另一种利用MIMO通道的空间多路复用增益。对于前者,我们利用正交时空块代码(OSTBC)实现完全多样性并提高对渠道变化的鲁棒性。在后者中,我们将输入直接映射到天线,该天线可以使用额外的自由度来发送有关源信号的更多信息。仿真结果表明,多样性方案的表现优于较低的信噪比(SNR)值的多路复用方案,而在AP处的接收天线较少。但是,当传输天线的数量大于两个时,全能方案就会变得不那么有益。我们还表明,多样性和多路复用方案都可以与以MIMO渠道的瞬时能力交付的最先进的BPG算法实现可比的性能,该算法对基于分离的实用系统的性能是一种上限。
We propose novel deep joint source-channel coding (DeepJSCC) algorithms for wireless image transmission over multi-input multi-output (MIMO) Rayleigh fading channels, when channel state information (CSI) is available only at the receiver. We consider two different schemes; one exploiting the spatial diversity and the other exploiting the spatial multiplexing gain of the MIMO channel, respectively. For the former, we utilize an orthogonal space-time block code (OSTBC) to achieve full diversity and increase the robustness against channel variations. In the latter, we directly map the input to the antennas, where the additional degree of freedom can be used to send more information about the source signal. Simulation results show that the diversity scheme outperforms the multiplexing scheme for lower signal-to-noise ratio (SNR) values and a smaller number of receive antennas at the AP. When the number of transmit antennas is greater than two, however, the full-diversity scheme becomes less beneficial. We also show that both the diversity and multiplexing schemes can achieve comparable performance with the state-of-the-art BPG algorithm delivered at the instantaneous capacity of the MIMO channel, which serves as an upper bound on the performance of separation-based practical systems.