首页|期刊导航|华中科技大学学报(自然科学版)|I-RIS辅助RSMA-ISAC系统能效优化研究

I-RIS辅助RSMA-ISAC系统能效优化研究OA

Energy efficiency optimization for I-RIS assisted RSMA-ISAC systems

中文摘要英文摘要

针对毫米波通感一体化系统面临的覆盖受限、多用户干扰复杂以及能效低下等问题,提出了一种基于不规则智能反射面辅助的速率分割多址能量效率优化方案.不同于传统全阵列激活模式,不规则智能反射面通过稀疏拓扑优化在保证虚拟链路质量的同时显著降低硬件功耗,而速率分割多址通过将消息分割为公共流和私有流实现灵活的干扰管理.在满足感知信噪比和通信服务质量约束下,联合优化智能反射面稀疏拓扑、速率分割预编码矩阵和智能反射面相移矩阵,从而最大化系统能效.针对该混合非线性规划问题,提出了双层优化框架:外层采用改进的遗传-禁忌搜索算法高效搜索最优拓扑结构;内层结合分式规划、加权最小均方误差和黎曼流形优化算法交替求解预编码与相移设计.仿真结果表明:所提方案的能效相较于传统智能反射面方案,混合遗传算法在典型工作点实现了18%的能效增益,特别在高负载场景下本研究使用的速率分割接入技术优势显著.感知波束分析进一步验证了速率分割方案公共流在增强感知性能方面的独特优势,相比传统方案实现6.9 dB的感知增益提升.

To address the challenges of limited coverage,complex multi-user interference,and low energy efficiency in millimeter-wave integrated sensing and communication systems,a rate-splitting multiple access energy efficiency optimization scheme based on irregular intelligent reflecting surfaces was proposed.Unlike traditional full-array activation modes,the irregular intelligent reflecting surfaces significantly reduce hardware power consumption while ensuring virtual link quality through sparse topology optimization.Meanwhile,rate-splitting multiple access achieves flexible interference management by dividing messages into common and private streams.Under the constraints of sensing signal-to-noise ratio and communication quality of service,the intelligent reflecting surfaces'sparse topology,rate-splitting precoding matrix and phase shift matrix were jointly optimized to maximize system energy efficiency.For this hybrid nonlinear programming problem,a two-layer optimization framework was proposed.The outer layer employed an improved genetic-tabu search algorithm to efficiently explore the optimal topology structure,while the inner layer alternately solved the precoding and phase shift design by combining fractional programming,weighted minimum mean square error and Riemann manifold optimization algorithms.Simulation results demonstrate that the proposed scheme achieves an 18%energy efficiency gain over traditional intelligent reflecting surface schemes at typical operating points,with particularly notable advantages in high-load scenarios due to the rate-splitting access technology used in this study.Perceptual beam analysis further validates the unique benefits of the rate-splitting scheme in enhancing sensing performance,achieving a 6.9 dB sensing gain improvement compared to traditional schemes.

彭艺;陈婧;杨青青;王健明

昆明理工大学信息工程与自动化学院,云南 昆明 650500昆明理工大学信息工程与自动化学院,云南 昆明 650500昆明理工大学信息工程与自动化学院,云南 昆明 650500昆明理工大学信息工程与自动化学院,云南 昆明 650500

信息技术与安全科学

通感一体化不规则拓扑结构智能反射面速率分割多址分式规划遗传-禁忌搜索

integrated sensing and communication(ISAC)irregular reconfigurable intelligent surface(I-RIS)rate-splitting multiple access(RSAM)fractional programminggenetic algorithm-tabu sear

《华中科技大学学报(自然科学版)》 2026 (9)

54-60,81,8

国家自然科学基金资助项目(62461030)云南省基础研究重点项目(202401AS070105)云南省基础研究面上项目(202401AT070415).

10.13245/j.hust.260017

评论