arXiv:2410.00239cs.ITcs.LG2024-10被引 37

提出抗干扰调制与编码方案,提升非正交多址系统性能。

Modulation and Coding for NOMA and RSMA

  • 设计动态自适应星座图,应对用户间、载波间干扰。
  • 无需逐次干扰消除即可实现可靠解码,降低误码率。
  • 适合5G及未来多用户通信系统研究者参考。

下一代多址接入(NGMA)是区别于传统正交方式的传输方案。非正交多址(NOMA)作为关键候选技术,通过允许多用户共享时频空资源提升连接能力,但面临用户间干扰消除难题。本文梳理NOMA原理与传统方法,提出异步传输与干扰感知调制技术,使解码无需逐次干扰消除。通过动态调整星座图以最小化误码率(BER),提升用户吞吐量,有效应对用户间、载波间及小区间干扰。探讨了降低BER与提高频谱效率之间的关系,指出端到端通信中的深度自编码器是改善BER的潜在方案。干扰感知调制可革新非正交信道的星座设计。速率分割多址(RSMA)是多用户系统中另一有前景的干扰管理技术。除解决有限字母集下NOMA挑战外,本文还综述了码域NOMA、网格编码NOMA和RSMA等关键技术。讨论了信道编码向低延迟通信的演进,并分析5G网络中的调制编码方案。最后,指明未来研究方向,强调其对实现从概念到实用NOMA的重要性。

原文摘要 · Abstract (English)

Next-generation multiple access (NGMA) serves as an umbrella term for transmission schemes distinct from conventional orthogonal methods. A key candidate of NGMA, non-orthogonal multiple access (NOMA), emerges as a solution to enhance connectivity by allowing multiple users to share time, frequency, and space concurrently. However, NOMA faces challenges in implementation, particularly in canceling inter-user interference. In this paper, we discuss the principles behind NOMA and review conventional NOMA methods. Then, to address these challenges, we present asynchronous transmission and interference-aware modulation techniques, enabling decoding without successive interference cancellation. The goal is to design constellations that dynamically adapt to interference, minimizing bit error rates (BERs) and enhancing user throughput in the presence of inter-user, inter-carrier, and inter-cell interference. The traditional link between minimizing BER and increasing spectral efficiency is explored, with deep autoencoders for end-to-end communication emerging as a potential solution to improve BERs. Interference-aware modulation can revolutionize constellation design for non-orthogonal channels. Rate-splitting multiple access (RSMA) is another promising interference management technique in multi-user systems. In addition to addressing challenges in finite-alphabet NOMA, this paper offers new insights and provides an overview of code-domain NOMA, trellis-coded NOMA, and RSMA as key NGMA candidates. We also discuss the evolution of channel coding toward low-latency communication and examine modulation and coding schemes in 5G networks. Finally, we highlight future research directions, emphasizing their importance for realizing NOMA from concept to functional technology.

非正交多址干扰管理调制编码5G

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