Joint communications and sensing hybrid beamforming design via deep unfolding

NT Nguyen, LV Nguyen, N Shlezinger… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Joint communications and sensing (JCAS) is envisioned as a key feature in future wireless
communications networks. In massive MIMO-JCAS systems, hybrid beamforming (HBF) is …

Data-driven Integrated Sensing and Communication: Recent Advances, Challenges, and Future Prospects

H Salem, MD Quamar, A Mansoor, M Elrashidy… - arXiv preprint arXiv …, 2023 - arxiv.org
Integrated Sensing and Communication (ISAC), combined with data-driven approaches, has
emerged as a highly significant field, garnering considerable attention from academia and …

Joint antenna selection and beamforming in integrated automotive radar sensing-communications with quantized double phase shifters

L Xu, S Sun, YD Zhang… - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
We consider an integrated sensing-communication system operating in a dynamic
environment, such as an autonomous vehicle scenario. We propose a novel, low-cost, low …

Hybrid Deep Reinforcement Learning for Enhancing Localization and Communication Efficiency in RIS-Aided Cooperative ISAC Systems

P Saikia, K Singh, WJ Huang… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
In this paper, we propose a novel framework that combines simultaneous localization and
communication (SLAC) using a reconfigurable intelligent surface (RIS) aided integrated …

Causality-Driven Reinforcement Learning for Joint Communication and Sensing

A Roy, S Banerjee, J Sadasivan, A Sarkar… - arXiv preprint arXiv …, 2024 - arxiv.org
The next-generation wireless network, 6G and beyond, envisions to integrate
communication and sensing to overcome interference, improve spectrum efficiency, and …

Constant Modulus Waveform Design for Wideband Multicarrier Joint Communications and Sensing via Deep Unfolding

P Krishnananthalingam, NT Nguyen… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
Joint communications and sensing (JCAS) have recently emerged as a promising
technology to utilize the scarce spectrum in wireless networks and to reuse the same …

A Survey on Machine Learning Enhanced Integrated Sensing and Communication Systems: Architectures, Algorithms, and Applications

MAK Respati, BM Lee - IEEE Access, 2024 - ieeexplore.ieee.org
Integrated sensing and communications (ISAC) technology is being developed in wireless
communications systems in the sixth generation (6G). ISAC has the advantages of lower …

Deep Unfolding-Empowered MmWave Massive MIMO Joint Communications and Sensing

NT Nguyen, LV Nguyen, N Shlezinger, YC Eldar… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we propose a low-complexity and fast hybrid beamforming design for joint
communications and sensing (JCAS) based on deep unfolding. We first derive closed-form …

Deep Unfolding Enabled Constant Modulus Waveform Design for Joint Communications and Sensing

P Krishnananthalingam, NT Nguyen… - arXiv preprint arXiv …, 2023 - arxiv.org
Joint communications and sensing (JCAS) systems have recently emerged as a promising
technology to utilize the scarce spectrum in wireless networks and to reuse the same …

Synesthesia of Machines (SoM)-Enhanced ISAC Precoding for Vehicular Networks with Double Dynamics

Z Yang, S Gao, X Cheng, L Yang - arXiv preprint arXiv:2408.13546, 2024 - arxiv.org
Integrated sensing and communication (ISAC) technology plays a crucial role in vehicular
networks. However, the communication channel within this context exhibits time-varying …