With the complication of future communication scenarios, most conventional signal processing technologies of multi-user multiple-input multiple-output (MU-MIMO) become unreliable, which are designed based on ideal assumptions, such as Gaussian signaling and independent identically distributed (IID) channel matrices. As a result, this paper considers a generalized MU-MIMO (GMU-MIMO) system with more general assumptions, i.e., arbitrarily fixed input distributions, and general unitarily-invariant channel matrices. However, there is still no accurate capacity analysis and capacity optimal transceiver with practical complexity for GMU-MIMO under the constraint of coding. To address these issues, inspired by the replica method, the constrained sum capacity of coded GMU-MIMO with fixed input distribution is calculated by using the celebrated mutual information and minimum mean-square error (MMSE) lemma and the MMSE optimality of orthogonal/vector approximate message passing (OAMP/VAMP). Then, a capacity optimal multiuser OAMP/VAMP receiver is proposed, whose achievable rate is proved to be equal to the constrained sum capacity. Moreover, a design principle of multi-user codes is presented for the multiuser OAMP/VAMP, based on which a kind of practical multi-user low-density parity-check (MU-LDPC) code is designed. Numerical results show that finite-length performances of the proposed MU-LDPC codes with multi-user OAMP/VAMP are about 2 dB away from the constrained sum capacity and outperform those of the existing state-of-art methods.
翻译:由于未来通信设想的复杂情况,大多数传统信号处理多用户多投入多产出产出(MU-MIMO)的多用户多投入产出(MU-MIMO)的大多数常规信号处理技术变得不可靠,这些技术是根据理想假设设计的,例如高斯信号和独立、均匀分布(IID)频道矩阵,因此,本文件认为一个通用的MU-MIMO(GMMU-MIMO)系统,其假设更为笼统,即任意固定输入分布,以及一般单向/单向性信道矩阵。然而,目前仍然没有精确的能力分析和能力最佳的接收器,在编码的限制下,GMU-MIMO(MU-MIMO)的复杂操作复杂操作。为了解决这些问题,在复制方法的启发下,采用固定投入分布的编码的编码GMUMU-MIMO(MUMU)的有限总和总总和能力,根据OMP/VA(O-MP-VMP-VA-R)的可实现的多用户标准,其可实现性标准,其可实现的O-LLD(O-LA-LA-ral-ral-de-de-de-ral-de-de-de-de-ral-de-de-de-de-de-de-de-de-de-de-de-de-de),其可实现的可实现的可实现的可实现的可实现性能-实际操作性)标准,其可实现性能能力,其可实现的可实现的多us标码。