
- Home
高级 检索
Chinese
English



华北电力大学 电气与电子工程学院,保定 071003
Received:17 July 2026,
Revised:2026-08-19,
Accepted:01 September 2026,
移动端阅览
ZHAO Wei, SONG Ao, TAO Ruixin, et al. Robust Resource Allocation for STARS-Assisted Secure ISCAP Systems[J/OL]. Telecommunications Science, 2026.
ZHAO Wei, SONG Ao, TAO Ruixin, et al. Robust Resource Allocation for STARS-Assisted Secure ISCAP Systems[J/OL]. Telecommunications Science, 2026. DOI: 10.11959/j.issn.1000-0801.DXKX260490.
针对可同时透射与反射智能表面(simultaneously transmitting and reflecting surface,STARS)辅助的感知、通信与能量传输一体化(integrated sensing
communication
and power transfer,ISCAP)系统中的感知精度、通信安全与能量捕获之间的性能权衡问题,提出一种基于Stackelberg博弈的元软演员-评论家(stackelberg game-based meta soft actor-critic,ST-Meta-SAC)算法的鲁棒资源分配方案。首先,基于感知信道状态信息(channel state information,CSI)误差的约束下,推导了安全传输速率与能量捕获效率的闭式表达式。其次,在最小捕获能量的约束下,构建了一个最大化通信安全传输速率并最小化感知克拉美-罗界(Cramer-Rao bound,CRB)矩阵行列式的多目标优化问题,通过联合优化STARS透射与反射系数矩阵、感知信号协方差矩阵及信号波束成形矢量进行求解。最后,考虑到所提优化问题具有多级非凸性,传统算法难以求解,为此提出ST-Meta-SAC算法进行求解。仿真结果表明,所提方法相比基准方案具有更快的收敛速度,验证了该方法的有效性与优越性。
To address the trade-off among communication security
sensing accuracy
and harvested energy in a simultaneously transmitting and reflecting surface (STARS)-assisted integrated sensing
communication
and power transfer (ISCAP) system
a robust resource allocation scheme based on a stackelberg game-based meta soft actor-critic (ST-Meta-SAC) algorithm is proposed. First
closed-form expressions for the secrecy rate (SR) and harvested energy are derived under the sensing channel state information (CSI) errors constraints. Subsequently
we formulate a multi-objective optimization problem that maximizes the communication secrecy rate while minimizing the determinant of the sensing Cramer-Rao bound (CRB) matrix subject to the minimum harvested energy constraint
by jointly optimizing the STARS reflection and transmission coefficient matrices
the sensing signal covariance matrix
and the signal beamforming vector. Finally
since the high-dimensional
multi-level
and non-convex nature of the problem makes it intractable for conventional methods
we propose a ST-Meta-SAC algorithm to obtain an efficient solution. Simulation results show that our proposed method outperforms benchmark schemes in terms of convergence speed
demonstrating its effectiveness.
CHEN Y , REN Z , XU J , et al . Integrated sensing, communication, and powering: Toward multi-functional 6G wireless networks [J ] . IEEE Communications Magazine , 2025 , 63 ( 8 ): 146 - 153 .
DAI J , LIU C , PAN C , et al . Secure downlink transmission for integrated sensing, energy, and communication systems [J ] . IEEE Communications Letters , 2024 , 28 ( 9 ): 1996 - 2000 .
LIU Z , LI X , JI H , et al . Exploiting STAR-RIS for physical layer security in integrated sensing and communication networks [C ] // Proceedings of the 2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) . Piscataway : IEEE Press , 2023 : 1 - 6 .
KUMAR V , CHAFII M . Green integration of sensing, communication, and power transfer via STAR-RIS [C ] // 2025 IEEE International Conference on Communications (ICC) . Montreal, Canada : IEEE , 2025 : 2894 - 2899 .
YASWANTH J , KATWE M , SINGH K , et al . Toward green communication: Power-efficient beamforming for STAR-RIS-aided SWIPT [J ] . IEEE Transactions on Green Communications and Networking , 2024 , 8 ( 4 ): 1545 - 1563 .
YANG Y , GAO H , YANG X , et al . Joint beamforming for RIS-assisted integrated communication, sensing and power transfer systems [J ] . IEEE Wireless Communications Letters , 2024 , 13 ( 2 ): 288 - 292 .
REN Z , ZHANG S , LI X , et al . Secure communications in near-field ISCAP systems with extremely large-scale antenna arrays [C ] // Proceedings of the 2024 19th International Symposium on Wireless Communication Systems (ISWCS) . Piscataway : IEEE Press , 2024 : 1 - 6 .
ZHOU Z , LI X , ZHU G , et al . Integrating sensing, communication, and power transfer: Multiuser beamforming design [J ] . IEEE Journal on Selected Areas in Communications , 2024 , 42 ( 9 ): 2228 - 2242 .
CHEN X , FENG Z , ZHANG J A , et al . Sensing-aided uplink channel estimation for joint communication and sensing [J ] . IEEE Wireless Communications Letters , 2023 , 12 ( 3 ): 441 - 445 .
WANG X , FEI Z , LIU P , et al . Sensing-aided covert communications: Turning interference into allies [J ] . IEEE Transactions on Wireless Communications , 2024 , 23 ( 9 ): 10726 - 10739 .
LUO C , HU J , XIANG L , et al . Reconfigurable intelligent sensing surface aided wireless powered communication networks: A sensing-then-reflecting approach [J ] . IEEE Transactions on Communications , 2024 , 72 ( 3 ): 1835 - 1848 .
WANG Z , MU X , LIU Y . STARS enabled integrated sensing and communications [J ] . IEEE Transactions on Wireless Communications , 2023 , 22 ( 10 ): 6750 - 6765 .
BOSHKOVSKA E , NG D W K , ZLATANOV N , et al . Robust resource allocation for MIMO wireless powered communication networks based on a non-linear EH model [J ] . IEEE Transactions on Communications , 2017 , 65 ( 5 ): 1984 - 1999 .
ZHANG Z , WU Z , ZHANG H , et al . Meta-learning-based deep reinforcement learning for multiobjective optimization problems [J ] . IEEE Transactions on Neural Networks and Learning Systems , 2023 , 34 ( 10 ): 7978 - 7991 .
MOON S , LIU H , HWANG I . Joint beamforming for RIS-assisted integrated sensing and secure communication in UAV networks [J ] . Journal of Communications and Networks , 2024 , 26 ( 5 ): 502 - 508 .
0
Views
0
下载量
0
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010602201714号