Aug 2026· 2026 International Conference on Intelligent Multimedia, Networking, and Security (IMNS)· pp. 1-8· 0 citations· 17 references
Abstract
Integrated sensing and communication (ISAC) is a key enabler of sixth-generation (6G) wireless systems, allowing communication and sensing to share hardware and spectrum resources. Unmanned aerial vehicle (UAV) swarms provide a flexible ISAC platform through the use of adaptive threedimensional mobility and distributed coordination. However, jointly optimizing communication throughput, sensing quality, and energy efficiency under realistic hardware impairments will lead to a non-convex and highly-coupled problem. This paper proposes an AI-enhanced, fairness-aware joint sensingcommunication (JSC) framework for UAV swarms operating under phase noise, timing jitter, and power amplifier nonlinearity via an impairment-aware SINR model. A hybrid multi-agent reinforcement learning (MARL)-ADMM architecture enables scalable, distributed optimization under dynamic channel conditions.
This paper jointly optimizes spectrum allocation, UAV association and deployment to maximize average system throughput while ensuring localization accuracy in ISAC networks, where sensing is realized through localization.
Zhuo-Jia Yang, Wei Su, Bin Yang et al.· IEEE Transactions on Mobile...· 0 citations
The results demonstrate that integrating time–space RIS partitioning with constraint- aware deep reinforcement learning can effectively balance communication utility, information timeliness, and sensing reliability in dynamic vehicular environments.
Xue-Mei Bai, Jia-Rui Yuan, Chen-Jie Zhang et al.· Recent Advances in Computer...· 0 citations
Abstract This paper proposed a mobility-aware hybrid optical–radio frequency nonterrestrial network architecture employing unmanned aerial vehicles (UAVs) equipped with simultaneously transmitting and reflecting intelligent reconfigurable surfaces (STAR-IRS). The proposed framework integrates a multihop free-space opti...
D. J. Gelmecha· Journal of optical communica...· 0 citations
In fully decoupled networks (FDNs), optimizing joint uplink (UL) and downlink (DL) user equipment (UE) association under high mobility is challenging due to complex co-channel interferences and massive strategy spaces. Although uncrewed aerial vehicle (UAV) sensing enables necessary realtime environmental perception, d...
Numerical results demonstrate that the proposed dynamic-role architecture consistently outperforms both a static dedicated-jammer scheme and a fully optimized all-ISAC embedded-AN benchmark, confirming that its secrecy advantage arises from adaptive spatial-functional specialization rather than from artificial-noise tr...
M. M. Selim, Mohamed Rihan, Armin Dekorsy et al.· IEEE Open Journal of the Com...· 0 citations
Dynamic spectrum access enables unmanned aerial vehicles (UAVs) to opportunistically utilize licensed spectrum. However, conventional architectures decouple spectrum sensing from access decisions, losing soft sensing confidence and introducing cross-layer latency that increase the risk of harmful interference to primar...
Hang Yang, Rui Ding, Si-Xiang Chen et al.· 2026 IEEE/CIC International...· 0 citations
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