{"title":"Rate-Splitting Multiple Access for Coexistence of Semantic and Bit Communications","authors":"Yuanwen Liu, Bruno Clerckx","doi":"arxiv-2409.10314","DOIUrl":null,"url":null,"abstract":"In the sixth generation (6G) of cellular networks, the demands for capacity\nand connectivity will increase dramatically to meet the requirements of\nemerging services for both humans and machines. Semantic communication has\nshown great potential because of its efficiency, and suitability for users who\nonly care about the semantic meaning. But bit communication is still needed for\nusers requiring original messages. Therefore, there will be a coexistence of\nsemantic and bit communications in future networks. This motivates us to\nexplore how to allocate resources in such a coexistence scenario. We\ninvestigate different uplink multiple access (MA) schemes for the coexistence\nof semantic users and a bit user, namely orthogonal multiple access (OMA),\nnon-orthogonal multiple access (NOMA) and rate-splitting multiple access\n(RSMA). We characterize the rate regions achieved by those MA schemes. The\nsimulation results show that RSMA always outperforms NOMA and has better\nperformance in high semantic rate regimes compared to OMA. We find that RSMA\nscheme design, rate region, and power allocation are quite different in the\ncoexistence scenario compared to the bit-only communication, primarily due to\nthe need to consider the understandability in semantic communications.\nInterestingly, in contrast to bit-only communications where RSMA is capacity\nachieving without any need for time sharing, in the coexistence scenario, time\nsharing helps enlarging RSMA rate region.","PeriodicalId":501034,"journal":{"name":"arXiv - EE - Signal Processing","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - EE - Signal Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.10314","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In the sixth generation (6G) of cellular networks, the demands for capacity
and connectivity will increase dramatically to meet the requirements of
emerging services for both humans and machines. Semantic communication has
shown great potential because of its efficiency, and suitability for users who
only care about the semantic meaning. But bit communication is still needed for
users requiring original messages. Therefore, there will be a coexistence of
semantic and bit communications in future networks. This motivates us to
explore how to allocate resources in such a coexistence scenario. We
investigate different uplink multiple access (MA) schemes for the coexistence
of semantic users and a bit user, namely orthogonal multiple access (OMA),
non-orthogonal multiple access (NOMA) and rate-splitting multiple access
(RSMA). We characterize the rate regions achieved by those MA schemes. The
simulation results show that RSMA always outperforms NOMA and has better
performance in high semantic rate regimes compared to OMA. We find that RSMA
scheme design, rate region, and power allocation are quite different in the
coexistence scenario compared to the bit-only communication, primarily due to
the need to consider the understandability in semantic communications.
Interestingly, in contrast to bit-only communications where RSMA is capacity
achieving without any need for time sharing, in the coexistence scenario, time
sharing helps enlarging RSMA rate region.