论文标题
用于智能和更高的频谱效率:基于更快的尼奎斯特和深度学习的可变包装比率系统
For Intelligent and Higher Spectrum Efficiency: A Variable Packing Ratio Transmission System Based on Faster-than-Nyquist and Deep Learning
论文作者
论文摘要
随着无线通信中各种服务的快速发展,Spectrum资源变得越来越有价值。比1970年代提出的Nyquist(FTN)信号传导更快,是改善光谱利用率的有希望的范式。本文提出了智能可变包装比率(VPR)基于高光谱效率(SE)和安全性的传输。在基于深度学习(DL)的估计的帮助下,提出的高SE方案可以实现更高的能力,而对现有通信范式(例如,频谱分配或框架结构)的修改可忽略不计。同样,对于基于VPR的安全传输,提出了动态生成方案,以产生随机分布的位置以切换包装率,从而有效地避免检测和攻击。此外,我们为这两种情况都提出了一个简化的基于DL的填料率估计,以便接收器可以估算包装率,而无需带任何带或外带控制消息。仿真结果表明,所提出的简化估计获得的精度和收敛速度几乎与原始的多分支完全连接结构相同,复杂性降低了20倍。最后,我们在不同的通道下得出了所提出的VPR传输的闭合形式。数值结果验证了推导的正确性,并证明了传统的奈奎斯特传播以外的VPR方案的增长。
With the rapid development of various services in wireless communications, spectrum resource has become increasingly valuable. Faster than Nyquist (FTN) signaling, proposed in the 1970s, is a promising paradigm for improving spectrum utilization. This paper proposes intelligent variable-packing-ratio (VPR)-based transmissions for high spectrum efficiency (SE) and security, respectively. Aided by deep learning (DL)-based estimation, the proposed scheme for high SE can achieve a higher capacity with negligible modification to existing communication paradigms (e.g., spectrum allocation or frame structure). Also, for VPR-based secure transmission, a dynamic generation scheme is proposed to produce randomly distributed positions to switch the packing ratio, which can effectively avoid detections and attacks. In addition, we propose a simplified DL-based packing ratio estimation for both of these two scenarios so that the receiver can estimate the packing ratio without any in-band or out-band control messages. Simulation results show that the proposed simplified estimation achieves nearly the same accuracy and convergence speed as the original multi-branch fully-connected structure with a complexity reduction of 20 folds. Finally, we derive the closed-form SE of the proposed VPR transmission under different channels. The numerical results validate the correctness of the derivation and demonstrate the SE gains of the VPR scheme beyond conventional Nyquist transmission.