Deep Learning in the Ubiquitous Human–Computer Interactive 6G Era: Applications, Principles and Prospects
C Chen, H Zhang, J Hou, Y Zhang, H Zhang, J Dai… - Biomimetics, 2023 - mdpi.com
With the rapid development of enabling technologies like VR and AR, we human beings are
on the threshold of the ubiquitous human-centric intelligence era. 6G is believed to be an …
on the threshold of the ubiquitous human-centric intelligence era. 6G is believed to be an …
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories
Mobile Edge Computing (MEC) broadens the scope of computation and storage beyond the
central network, incorporating edge nodes close to end devices. This expansion facilitates …
central network, incorporating edge nodes close to end devices. This expansion facilitates …
AI/ML Enabled Automation System for Software Defined Disaggregated Open Radio Access Networks: Transforming Telecommunication Business
S Kumar - Big Data Mining and Analytics, 2024 - ieeexplore.ieee.org
Open Air Interface (OAI) alliance recently introduced a new disaggregated Open Radio
Access Networks (O-RAN) framework for next generation telecommunications and networks …
Access Networks (O-RAN) framework for next generation telecommunications and networks …
Federated and online dynamic spectrum access for mobile secondary users
Users in dynamic spectrum access (DSA) with federated reinforcement learning (FRL)
autonomously access channels, avoiding centralized coordination and protecting users' …
autonomously access channels, avoiding centralized coordination and protecting users' …
Sum throughput maximization scheme for NOMA-Enabled D2D groups using deep reinforcement learning in 5G and beyond networks
Device-to-device (D2D) communication underlaying cellular network is a capable system for
advancing the spectrum's efficiency. However, in this condition, D2D generates cross …
advancing the spectrum's efficiency. However, in this condition, D2D generates cross …
Efficient resource allocation with dynamic traffic arrivals on D2D communication for beyond 5G networks
B Papachary, R Arya, B Dappuri - Cluster Computing, 2024 - Springer
Abstract Device-to-Device (D2D) communication is an emerging technology for beyond fifth-
generation (B5G) networks to support significant features, such as spectrum efficiency, high …
generation (B5G) networks to support significant features, such as spectrum efficiency, high …
[HTML][HTML] Deep reinforcement learning-based spectrum resource allocation for the web of healthcare things with massive integrating wearable gadgets
J Huang, C Yang, F Yang, S Zhang, A Tolba… - Digital Communications …, 2024 - Elsevier
With the development of the future Web of Healthcare Things (WoHT), there will be a trend of
densely deploying medical sensors with massive simultaneous online communication …
densely deploying medical sensors with massive simultaneous online communication …
FeDRL-D2D: Federated Deep Reinforcement Learning-Empowered Resource Allocation Scheme for Energy Efficiency Maximization in D2D-Assisted 6G Networks
Device-to-device (D2D)-assisted 6G networks are expected to support the proliferation of
ubiquitous mobile applications by enhancing system capacity and overall energy efficiency …
ubiquitous mobile applications by enhancing system capacity and overall energy efficiency …
Multi-agent reinforcement learning based joint uplink–downlink subcarrier assignment and power allocation for D2D underlay networks
This paper investigates the joint uplink–downlink resource allocation in time-varying device-
to-device (D2D) underlay wireless cellular networks. Specifically, we formulate the joint …
to-device (D2D) underlay wireless cellular networks. Specifically, we formulate the joint …
Coalition Formation-Based Sub-Channel Allocation in Full-Duplex-Enabled mmWave IABN With D2D
Z Ma, Y Wang, Z Wang, G Han, Z Hao… - IEEE/ACM Transactions …, 2024 - ieeexplore.ieee.org
One of the key techniques for future wireless network is full-duplex-enabled millimeter wave
integrated access and backhaul network underlaying device-to-device communication …
integrated access and backhaul network underlaying device-to-device communication …