{"title":"极性编码RSMA:一种提高物联网有效吞吐量的有效方法","authors":"Hongji Cui;Bolin Wu;Kai Niu","doi":"10.1109/JIOT.2025.3548996","DOIUrl":null,"url":null,"abstract":"Rate-splitting multiple access (RSMA) is a flexible multiple access scheme that leverages the advantages of superposition coding to enhance user throughput, making it particularly advantageous for Internet of Things (IoT) scenarios. In this article, we consider practical coding and modulation schemes, and develop an analytical method to analyze effective throughput with finite block lengths and QPSK modulation. First, an analysis of the polarization effect between users in the RSMA system is conducted, with the impact of finite length coding taken into consideration. Thereafter, the effective throughput is proposed as the optimization objective. Effective throughput, which accurately reflects both system throughput and error probability, is a pivotal metric for designing IoT systems. Subsequently, to address this optimization problem, we propose an alternating optimization method that leverages successive convex approximation (SCA) and convex optimization in an iterative manner to find feasible solutions. Utilizing the optimized coding rates and precoding matrices, we design a polar-coded RSMA scheme for IoT application. Numerical results demonstrate that under QPSK modulation, RSMA can achieve up to a 33.08% gain in effective throughput compared with NOMA/SDMA, while polar-coded RSMA can reach up to 98.71% of the optimal performance target.","PeriodicalId":54347,"journal":{"name":"IEEE Internet of Things Journal","volume":"12 12","pages":"21960-21972"},"PeriodicalIF":8.9000,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Polar Coded RSMA: An Efficient Approach for Enhancing Effective Throughput in Internet of Things\",\"authors\":\"Hongji Cui;Bolin Wu;Kai Niu\",\"doi\":\"10.1109/JIOT.2025.3548996\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Rate-splitting multiple access (RSMA) is a flexible multiple access scheme that leverages the advantages of superposition coding to enhance user throughput, making it particularly advantageous for Internet of Things (IoT) scenarios. In this article, we consider practical coding and modulation schemes, and develop an analytical method to analyze effective throughput with finite block lengths and QPSK modulation. First, an analysis of the polarization effect between users in the RSMA system is conducted, with the impact of finite length coding taken into consideration. Thereafter, the effective throughput is proposed as the optimization objective. Effective throughput, which accurately reflects both system throughput and error probability, is a pivotal metric for designing IoT systems. Subsequently, to address this optimization problem, we propose an alternating optimization method that leverages successive convex approximation (SCA) and convex optimization in an iterative manner to find feasible solutions. Utilizing the optimized coding rates and precoding matrices, we design a polar-coded RSMA scheme for IoT application. Numerical results demonstrate that under QPSK modulation, RSMA can achieve up to a 33.08% gain in effective throughput compared with NOMA/SDMA, while polar-coded RSMA can reach up to 98.71% of the optimal performance target.\",\"PeriodicalId\":54347,\"journal\":{\"name\":\"IEEE Internet of Things Journal\",\"volume\":\"12 12\",\"pages\":\"21960-21972\"},\"PeriodicalIF\":8.9000,\"publicationDate\":\"2025-03-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Internet of Things Journal\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10916663/\",\"RegionNum\":1,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Internet of Things Journal","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10916663/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
Polar Coded RSMA: An Efficient Approach for Enhancing Effective Throughput in Internet of Things
Rate-splitting multiple access (RSMA) is a flexible multiple access scheme that leverages the advantages of superposition coding to enhance user throughput, making it particularly advantageous for Internet of Things (IoT) scenarios. In this article, we consider practical coding and modulation schemes, and develop an analytical method to analyze effective throughput with finite block lengths and QPSK modulation. First, an analysis of the polarization effect between users in the RSMA system is conducted, with the impact of finite length coding taken into consideration. Thereafter, the effective throughput is proposed as the optimization objective. Effective throughput, which accurately reflects both system throughput and error probability, is a pivotal metric for designing IoT systems. Subsequently, to address this optimization problem, we propose an alternating optimization method that leverages successive convex approximation (SCA) and convex optimization in an iterative manner to find feasible solutions. Utilizing the optimized coding rates and precoding matrices, we design a polar-coded RSMA scheme for IoT application. Numerical results demonstrate that under QPSK modulation, RSMA can achieve up to a 33.08% gain in effective throughput compared with NOMA/SDMA, while polar-coded RSMA can reach up to 98.71% of the optimal performance target.
期刊介绍:
The EEE Internet of Things (IoT) Journal publishes articles and review articles covering various aspects of IoT, including IoT system architecture, IoT enabling technologies, IoT communication and networking protocols such as network coding, and IoT services and applications. Topics encompass IoT's impacts on sensor technologies, big data management, and future internet design for applications like smart cities and smart homes. Fields of interest include IoT architecture such as things-centric, data-centric, service-oriented IoT architecture; IoT enabling technologies and systematic integration such as sensor technologies, big sensor data management, and future Internet design for IoT; IoT services, applications, and test-beds such as IoT service middleware, IoT application programming interface (API), IoT application design, and IoT trials/experiments; IoT standardization activities and technology development in different standard development organizations (SDO) such as IEEE, IETF, ITU, 3GPP, ETSI, etc.