提出可自适应速率的信源信道联合编码,实现6G语义通信系统设计蓝图。
Rateless Joint Source-Channel Coding, and a Blueprint for 6G Semantic Communications System Design
- 设计连续速率的联合编码,支持任意码率下的信号重建。
- 在不同信道质量下保持图像重建失真稳定,性能鲁棒。
- 提供6G语义网络系统架构与关键挑战清单,适合未来通信研究者。
本文提出一种无速率联合信源信道编码(rateless JSCC),其设计针对连续码率范围,可在任意码率下实现目标失真。引入速率自适应且稳定的通信链路操作,将链路视为以每帧比特数和翻转比特率定义的“比特管道”,通过打孔调整编码长度以匹配信道容量,并维持跨时隙的比特翻转率稳定。进一步提出新型自动编码器类无速率编码——RLACS码(率失真自适应、有损自动编码器信道与信源码),在图像信号重建中表现出对信道质量变化强鲁棒性的优异性能,适用于多种语义通信场景。第二部分深入探讨语义通信的实践问题,提出基于现有网络改造的语义网络系统设计蓝图,并列出实现实用化6G语义通信系统所需的关键开放问题与发展挑战。
原文摘要 · Abstract (English)
This paper introduces rateless joint source-channel coding (rateless JSCC). The code is rateless in that it is designed and optimized for a continuum of coding rates such that it achieves a desired distortion for any rate in that continuum. We further introduce rate-adaptive and stable communication link operation to accommodate rateless JSCCs. The link operation resembles a ``bit pipe'' that is identified by its rate in bits per frame, and, by the rate of bits that are flipped in each frame. Thus, the link operation is rate-adaptive such that it punctures the rateless JSCC codeword to adapt its length (and coding rate) to the underlying channel capacity, and is stable in maintaining the bit flipping ratio across time frames. Next, a new family of autoencoder rateless JSCC codes are introduced. The code family is dubbed RLACS code (read as relax code, standing for ratelss and lossy autoencoder channel and source code). The code is tested for reconstruction loss of image signals and demonstrates powerful performance that is resilient to variation of channel quality. RLACS code is readily applicable to the case of semantic distortion suited to variety of semantic and effectiveness communications use cases. In the second part of the paper, we dive into the practical concerns around semantic communication and provide a blueprint for semantic networking system design relying on updating the existing network systems with some essential modifications. We further outline a comprehensive list of open research problems and development challenges towards a practical 6G communications system design that enables semantic networking.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。