A hierarchical TD3-based DRL algorithm jointly optimizes infrequent 6DMA position/rotation and per-slot UAV direction plus base station beamforming to maximize UAV data rates while meeting sensing intensity requirements.
Integrated sensing and communications: Toward dual-functional wire- less networks for 6G and beyond
7 Pith papers cite this work. Polarity classification is still indexing.
7
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 7verdicts
UNVERDICTED 7roles
background 1polarities
background 1representative citing papers
Optimal beamforming minimizes periodic PCRB for angle sensing in multi-user ISAC with unknown reflection coefficient under rate constraints, requiring at most one sensing beam.
DOLG amortizes non-convex joint optimization in THz CF-ISAC systems into a graph transformer-guided distributed RL policy that balances communication and sensing performance better than baselines in simulations.
Optimizes rotatable antenna pointing vectors in ISAC systems to maximize minimum echo power over a sensing region subject to user rate constraints, deriving a closed-form solution for the single-user far-field case and an alternating optimization algorithm for the general multi-user case.
An NP-based detector jointly using deterministic sensing and Gaussian information signals in UAV ISAC improves worst-case detection probability while meeting SINR constraints via SDR and SCA beamforming.
A robust beamforming optimization for coherent distributed ISAC maximizes expected KLD for target detection under statistical RCS and imperfect CSI, delivering up to 3 dB SCNR gains over conventional schemes while preserving per-user QoS.
Proposes subcarrier selection to remove OFDM frequency redundancy in multi-device ISCC, with analytical models, ADMM optimization, and commodity device experiments showing gains over baselines.
citing papers explorer
-
6DMA-Enabled ISAC for Low-Altitude Economy
A hierarchical TD3-based DRL algorithm jointly optimizes infrequent 6DMA position/rotation and per-slot UAV direction plus base station beamforming to maximize UAV data rates while meeting sensing intensity requirements.
-
Multi-User ISAC with Heterogeneous Unknown Parameters: Optimal Beamforming based on Distribution Information
Optimal beamforming minimizes periodic PCRB for angle sensing in multi-user ISAC with unknown reflection coefficient under rate constraints, requiring at most one sensing beam.
-
Distributed Optimization-Learning with Graph Transformers for Terahertz Cell-Free Integrated Sensing and Communication Systems
DOLG amortizes non-convex joint optimization in THz CF-ISAC systems into a graph transformer-guided distributed RL policy that balances communication and sensing performance better than baselines in simulations.
-
Antenna Orientation Optimization for Rotatable Antenna-Enabled ISAC Systems
Optimizes rotatable antenna pointing vectors in ISAC systems to maximize minimum echo power over a sensing region subject to user rate constraints, deriving a closed-form solution for the single-user far-field case and an alternating optimization algorithm for the general multi-user case.
-
Integrated Sensing and Communications for Low-Altitude Economy with Deterministic Sensing and Gaussian Information Signals
An NP-based detector jointly using deterministic sensing and Gaussian information signals in UAV ISAC improves worst-case detection probability while meeting SINR constraints via SDR and SCA beamforming.
-
Robust Beamforming Design for Coherent Distributed ISAC with Statistical RCS and Phase Synchronization Uncertainty
A robust beamforming optimization for coherent distributed ISAC maximizes expected KLD for target detection under statistical RCS and imperfect CSI, delivering up to 3 dB SCNR gains over conventional schemes while preserving per-user QoS.
-
Toward Efficient Sensing in Multi-Device ISCC by Removing Frequency Domain Redundancy
Proposes subcarrier selection to remove OFDM frequency redundancy in multi-device ISCC, with analytical models, ADMM optimization, and commodity device experiments showing gains over baselines.