Intelligent Spectrum Sharing in Integrated TN-NTNs: A Hierarchical Deep Reinforcement Learning Approach
Fuente:
arXiv
Saved in:
| Main Authors: | Umer, Muhammad, Mohsin, Muhammad Ahmed, Nasir, Ali Arshad, Abou-Zeid, Hatem, Hassan, Syed ALi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Building 6G Radio Foundation Models with Transformer Architectures
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
Continual Learning for Wireless Channel Prediction
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
Neural Gaussian Radio Fields for Channel Estimation
by: Umer, Muhammad, et al.
Published: (2025)
by: Umer, Muhammad, et al.
Published: (2025)
Artificial Intelligence, Ambient Backscatter Communication and Non-Terrestrial Networks: A 6G Commixture
by: Jamshed, Muhammad Ali, et al.
Published: (2025)
by: Jamshed, Muhammad Ali, et al.
Published: (2025)
Self-Supervised Radio Pre-training: Toward Foundational Models for Spectrogram Learning
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
by: Aboulfotouh, Ahmed, et al.
Published: (2024)
Integrating Atmospheric Sensing and Communications for Resource Allocation in NTNs
by: Leyva-Mayorga, Israel, et al.
Published: (2024)
by: Leyva-Mayorga, Israel, et al.
Published: (2024)
Computation Offloading Strategies in Integrated Terrestrial and Non-Terrestrial Networks
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
TeraRIS NOMA-MIMO Communications for 6G and Beyond Industrial Networks
by: Raza, Ali, et al.
Published: (2025)
by: Raza, Ali, et al.
Published: (2025)
AI-Driven Digital Twins: Optimizing 5G/6G Network Slicing with NTNs
by: Ali, Afan, et al.
Published: (2025)
by: Ali, Afan, et al.
Published: (2025)
RIS-Assisted Aerial Non-Terrestrial Networks: An Intelligent Synergy with Deep Reinforcement Learning
by: Umer, Muhammad, et al.
Published: (2024)
by: Umer, Muhammad, et al.
Published: (2024)
Indoor/Outdoor Spectrum Sharing Enabled by GNSS-based Classifiers
by: Nasiri, Hossein, et al.
Published: (2025)
by: Nasiri, Hossein, et al.
Published: (2025)
DeepAlloc: CNN-Based Approach to Efficient Spectrum Allocation in Shared Spectrum Systems
by: Ghaderibaneh, Mohammad, et al.
Published: (2022)
by: Ghaderibaneh, Mohammad, et al.
Published: (2022)
SafeSlice: Enabling SLA-Compliant O-RAN Slicing via Safe Deep Reinforcement Learning
by: Nagib, Ahmad M., et al.
Published: (2025)
by: Nagib, Ahmad M., et al.
Published: (2025)
Non-Terrestrial Networks for 6G: Integrated, Intelligent and Ubiquitous Connectivity
by: Jamshed, Muhammad Ali, et al.
Published: (2024)
by: Jamshed, Muhammad Ali, et al.
Published: (2024)
Federated Learning in NTNs: Design, Architecture and Challenges
by: Farajzadeh, Amin, et al.
Published: (2025)
by: Farajzadeh, Amin, et al.
Published: (2025)
Advancements in UAV-based Integrated Sensing and Communication: A Comprehensive Survey
by: Ahmed, Manzoor, et al.
Published: (2025)
by: Ahmed, Manzoor, et al.
Published: (2025)
Machine Learning for Spectrum Sharing: A Survey
by: Guimarães, Francisco R. V., et al.
Published: (2024)
by: Guimarães, Francisco R. V., et al.
Published: (2024)
FairShare: Auditable Geographic Fairness for Multi-Operator LEO Spectrum Sharing
by: Natanzi, Seyed Bagher Hashemi, et al.
Published: (2026)
by: Natanzi, Seyed Bagher Hashemi, et al.
Published: (2026)
Performance Analysis of Traditional and Network Coded Transmission in Infrastructure-less Multi-hop Wireless Networks
by: Ali, Muhammad, et al.
Published: (2024)
by: Ali, Muhammad, et al.
Published: (2024)
Enhancing Physical Layer Security in Cognitive Radio-Enabled NTNs with Beyond Diagonal RIS
by: Khan, Wali Ullah, et al.
Published: (2025)
by: Khan, Wali Ullah, et al.
Published: (2025)
AoI-Energy-Spectrum Optimization in Post-Disaster Powered Communication Intelligent Network via Hierarchical Heterogeneous Graph Neural Network
by: Liu, Hanjian, et al.
Published: (2025)
by: Liu, Hanjian, et al.
Published: (2025)
Towards Green Connectivity: An AI-Driven Mesh Architecture for Sustainable and Scalable Wireless Networks
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
Indoor Sharing in the Mid-Band: A Performance Study of Neutral-Host, Cellular Macro, and Wi-Fi
by: Palathinkal, Joshua Roy, et al.
Published: (2025)
by: Palathinkal, Joshua Roy, et al.
Published: (2025)
RCD-IoT: Enabling Industrial Monitoring and Control with Resource-Constrained Devices UnderHigh Packet Transmission Rates
by: Abid, Ayesha, et al.
Published: (2025)
by: Abid, Ayesha, et al.
Published: (2025)
Hierarchical Deep Reinforcement Learning for Robust Access in Cognitive IoT Networks under Smart Jamming Attacks
by: Abdolkhani, Nadia, et al.
Published: (2025)
by: Abdolkhani, Nadia, et al.
Published: (2025)
Meta-Reinforcement Learning for Fast and Data-Efficient Spectrum Allocation in Dynamic Wireless Networks
by: Giwa, Oluwaseyi, et al.
Published: (2025)
by: Giwa, Oluwaseyi, et al.
Published: (2025)
Digital Twin Enhanced Deep Reinforcement Learning for Intelligent Omni-Surface Configurations in MU-MIMO Systems
by: Ye, Xiaowen, et al.
Published: (2024)
by: Ye, Xiaowen, et al.
Published: (2024)
Listen-While-Talking: Toward dApp-based Real-Time Spectrum Sharing in O-RAN
by: Gangula, Rajeev, et al.
Published: (2024)
by: Gangula, Rajeev, et al.
Published: (2024)
A Hierarchical Optimization Framework Using Deep Reinforcement Learning for Task-Driven Bandwidth Allocation in 5G Teleoperation
by: Golmohammadi, Narges, et al.
Published: (2025)
by: Golmohammadi, Narges, et al.
Published: (2025)
An Overview of Intelligent Meta-surfaces for 6G and Beyond: Opportunities, Trends, and Challenges
by: Katwe, Mayur, et al.
Published: (2024)
by: Katwe, Mayur, et al.
Published: (2024)
Wireless Resource Management in Intelligent Semantic Communication Networks
by: Xia, Le, et al.
Published: (2022)
by: Xia, Le, et al.
Published: (2022)
Spectrum Sharing Policy in the Asia-Pacific Region
by: Feng, Zhiyong, et al.
Published: (2024)
by: Feng, Zhiyong, et al.
Published: (2024)
The Syntactic-Semantic Internet:Engineering Infrastructures for Autonomous Systems
by: Tatipamula, Mallik, et al.
Published: (2026)
by: Tatipamula, Mallik, et al.
Published: (2026)
DeepSweep: Parallel and Scalable Spectrum Sensing via Convolutional Neural Networks
by: Robinson, Clifton Paul, et al.
Published: (2024)
by: Robinson, Clifton Paul, et al.
Published: (2024)
From DeepSense to Open RAN: AI/ML Advancements in Dynamic Spectrum Sensing and Their Applications
by: Barker, Ryan
Published: (2025)
by: Barker, Ryan
Published: (2025)
Hierarchical Reinforcement Learning Empowered Task Offloading in V2I Networks
by: You, Xinyu, et al.
Published: (2024)
by: You, Xinyu, et al.
Published: (2024)
Stitching the Spectrum: Semantic Spectrum Segmentation with Wideband Signal Stitching
by: Uvaydov, Daniel, et al.
Published: (2024)
by: Uvaydov, Daniel, et al.
Published: (2024)
Deep Reinforcement Learning Optimized Intelligent Resource Allocation in Active RIS-Integrated TN-NTN Networks
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)
Interference Detection in Spectrum-Blind Multi-User Optical Spectrum as a Service
by: Raj, Agastya, et al.
Published: (2025)
by: Raj, Agastya, et al.
Published: (2025)
Hybrid Cognitive IoT with Cooperative Caching and SWIPT-EH: A Hierarchical Reinforcement Learning Framework
by: Abdolkhani, Nadia, et al.
Published: (2025)
by: Abdolkhani, Nadia, et al.
Published: (2025)
Similar Items
-
Building 6G Radio Foundation Models with Transformer Architectures
by: Aboulfotouh, Ahmed, et al.
Published: (2024) -
Continual Learning for Wireless Channel Prediction
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025) -
Neural Gaussian Radio Fields for Channel Estimation
by: Umer, Muhammad, et al.
Published: (2025) -
Artificial Intelligence, Ambient Backscatter Communication and Non-Terrestrial Networks: A 6G Commixture
by: Jamshed, Muhammad Ali, et al.
Published: (2025) -
Self-Supervised Radio Pre-training: Toward Foundational Models for Spectrogram Learning
by: Aboulfotouh, Ahmed, et al.
Published: (2024)