首页|期刊导航|通信学报|面向多目标感知的RSMA辅助ISAC系统鲁棒波束成形设计

面向多目标感知的RSMA辅助ISAC系统鲁棒波束成形设计OA

Robust beamforming design for RSMA-ISAC systems oriented to multi-target sensing

中文摘要英文摘要

针对6G中频谱稀缺及非完美信道导致波束成形性能恶化的问题,提出了一种面向多目标感知的速率分割多址(RSMA)辅助通感一体化(ISAC)系统的鲁棒波束成形设计方法.针对统计误差信道模型,将雷达感知过程划分为目标探测与跟踪阶段,以克拉美-罗界为感知指标,以最大最小通信平均速率为公平性指标,构建一个RSMA辅助ISAC系统的鲁棒波束成形设计优化问题.为解决该不确定性非凸优化问题,提出一种基于采样平均近似(SAA)方法和逐次凸逼近(SCA)算法的双层惩罚迭代优化算法,利用SAA方法、半正定松弛(SDR)与SCA算法将原不确定性非凸问题转化为确定性凸问题并进行求解.仿真结果表明,在目标跟踪阶段,当目标数为M=2、信噪比为20 dB时,相较于空分多址接入(SDMA)辅助的ISAC方案,所提方案可使用户公平速率提升约14%,感知精度提升约22%.

To address the degradation of beamforming performance caused by spectrum scarcity and imperfect channel state information in 6G systems,a robust beamforming design method was proposed for rate splitting multiple access(RSMA)-assisted integrated sensing and communication(ISAC)systems with multi-target sensing.Under the imperfect channel state information at the transmitter(CSIT)with a statistical error channel model,the radar sensing process was divided into target detection and target tracking stages.The Cramér-Rao bound(CRB)was adopted as the sensing metric,while the max-min average communication rate was employed as the fairness metric.Accordingly,a robust beamforming optimization problem for the RSMA-assisted ISAC system was formulated.To solve the uncertain non-convex optimiza-tion problem,a double-layer penalized iterative optimization algorithm based on sample average approximation(SAA)and successive convex approximation(SCA)was proposed.The original uncertain non-convex problem was transformed into a deterministic convex problem through SAA,semidefinite relaxation(SDR),and SCA methods.Simulation results demonstrate that,in the target tracking stage with M=2 and the signal-to-noise ratio(SNR)of 20 dB,the proposed scheme achieves approximately 14%improvement in user fair rate and 22%improvement in sensing accuracy compared with the space division multiple access(SDMA)-assisted ISAC scheme.

董颖;蒋尊欢;唐红刚;王春悦

吉林大学通信工程学院,吉林 长春 130021吉林大学通信工程学院,吉林 长春 130021吉林大学通信工程学院,吉林 长春 130021吉林大学通信工程学院,吉林 长春 130021

信息技术与安全科学

通感一体化速率分拆多址接入波束成形设计非完美信道状态信息

integrated sensing and communicationrate splitting multiple accessbeamforming designimperfect chan-nel state information

《通信学报》 2026 (7)

51-64,14

国家自然科学基金资助项目(No.62472194)吉林省科技发展计划基金资助项目(No.20230201016GX) The National Natural Science Foundation of China(No.62472194),The Science of Technology Department of Jilin Province(No.20230201016GX)

10.11959/j.issn.1000-436x.TXXB260225

评论