提出一种与信道无关的随机复用技术,适用于各种动态无线环境。
Random Multiplexing
- 通过随机变换构建等效各向同性信道,实现信号统计衰落均匀化。
- 在任意有界、谱收敛信道下,保证低复杂度检测器渐近最优比特误码率。
- 适合高移动性场景如无人机通信,可提升系统鲁棒性与容量性能。
随着无线通信从传统多径环境演进至无人机等高速移动场景,复用技术也相应发展。传统单载波频域均衡(SC-FDE)和正交频分复用(OFDM)逐渐被正交时频空(OTFS)和仿射频分复用(AFDM)取代,这些方法利用特定信道结构实现信道对角化或稀疏化,从而支持低复杂度检测。然而,其对信道结构的依赖限制了在动态真实环境中的鲁棒性。为此,本文研究了一种与物理信道解耦的随机复用技术,适用于任意范数有界且谱收敛的信道矩阵及信号配置。该技术通过随机变换域构造等效输入各向同性信道矩阵,使传输信号获得统计衰落通道遍历性。在唯一固定点假设下,证明了对任意范数有界、谱收敛信道矩阵和信号配置,基于消息传递的低复杂度交叉域记忆AMP(CD-MAMP)检测器可实现渐近最优的副本最大后验比特误码率(BER)。同时推导出最小化副本最大后验BER和最大化副本受限容量的最优功率分配方案,并研究了CD-MAMP检测器在随机复用系统中的最优编码原则与容量最优性。此外,还探讨了该技术在多样化无线应用场景中的通用性。
原文摘要 · Abstract (English)
As wireless communication applications evolve from traditional multipath environments to high-mobility scenarios like unmanned aerial vehicles, multiplexing techniques have advanced accordingly. Traditional single-carrier frequency-domain equalization (SC-FDE) and orthogonal frequency-division multiplexing (OFDM) have given way to emerging orthogonal time-frequency space (OTFS) and affine frequency-division multiplexing (AFDM). These approaches exploit specific channel structures to diagonalize or sparsify the effective channel, thereby enabling low-complexity detection. However, their reliance on these structures significantly limits their robustness in dynamic, real-world environments. To address these challenges, this paper studies a random multiplexing technique that is decoupled from the physical channels, enabling its application to arbitrary norm-bounded and spectrally convergent channel matrices. Random multiplexing achieves statistical fading-channel ergodicity for transmitted signals by constructing an equivalent input-isotropic channel matrix in the random transform domain. It guarantees the asymptotic replica MAP bit-error rate (BER) optimality of AMP-type detectors for linear systems with arbitrary norm-bounded, spectrally convergent channel matrices and signaling configurations, under the unique fixed point assumption. A low-complexity cross-domain memory AMP (CD-MAMP) detector is considered, leveraging the sparsity of the time-domain channel and the randomness of the equivalent channel. Optimal power allocations are derived to minimize the replica MAP BER and maximize the replica constrained capacity of random multiplexing systems. The optimal coding principle and replica constrained-capacity optimality of CD-MAMP detector are investigated for random multiplexing systems. Additionally, the versatility of random multiplexing in diverse wireless applications is explored.
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