Data-Driven Spectrum Demand Prediction: A Spatio-Temporal Framework with Transfer Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Farajzadeh, Amin, Zheng, Hongzhao, Dumoulin, Sarah, Ha, Trevor, Yanikomeroglu, Halim, Ghasemi, Amir |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Federated Learning in NTNs: Design, Architecture and Challenges
by: Farajzadeh, Amin, et al.
Published: (2025)
by: Farajzadeh, Amin, et al.
Published: (2025)
Towards Flexible Spectrum Access: Data-Driven Insights into Spectrum Demand
by: Alkadamani, Mohamad, et al.
Published: (2026)
by: Alkadamani, Mohamad, et al.
Published: (2026)
A Graph-Based Approach to Spectrum Demand Prediction Using Hierarchical Attention Networks
by: Alkadamani, Mohamad, et al.
Published: (2026)
by: Alkadamani, Mohamad, et al.
Published: (2026)
A Lightweight Machine Learning Approach for Delay-Aware Cell-Switching in 6G HAPS Networks
by: Koç, Görkem Berkay, et al.
Published: (2024)
by: Koç, Görkem Berkay, et al.
Published: (2024)
Towards Intelligent Spectrum Management: Spectrum Demand Estimation Using Graph Neural Networks
by: Alkadamani, Mohamad, et al.
Published: (2026)
by: Alkadamani, Mohamad, et al.
Published: (2026)
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)
Green Traffic Engineering for Satellite Networks Using Segment Routing Flexible Algorithm
by: Liang, Jintao, et al.
Published: (2025)
by: Liang, Jintao, et al.
Published: (2025)
Green Satellite Networks Using Segment Routing and Software-Defined Networking
by: Liang, Jintao, et al.
Published: (2025)
by: Liang, Jintao, et al.
Published: (2025)
Tackling Non-IIDness in HAPS-Aided Federated Learning
by: Farajzadeh, Amin, et al.
Published: (2024)
by: Farajzadeh, Amin, et al.
Published: (2024)
Revenue Optimization in Video Caching Networks with Privacy-Preserving Demand Predictions
by: Zhang, Yijing, et al.
Published: (2025)
by: Zhang, Yijing, et al.
Published: (2025)
A Spatio-temporal Prediction Methodology Based on Deep Learning and Real Wi-Fi Measurements
by: Shaabanzadeh, Seyedeh Soheila, et al.
Published: (2024)
by: Shaabanzadeh, Seyedeh Soheila, et al.
Published: (2024)
On the Trade-Off Between Sum-Rate and Energy Efficiency through the Convergence of HAPS and Active RIS Technologies
by: Karaman, Bilal, et al.
Published: (2025)
by: Karaman, Bilal, et al.
Published: (2025)
Stitching the Spectrum: Semantic Spectrum Segmentation with Wideband Signal Stitching
by: Uvaydov, Daniel, et al.
Published: (2024)
by: Uvaydov, Daniel, et al.
Published: (2024)
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)
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)
Cruising the Spectrum: Joint Spectrum Mobility and Antenna Array Management for Mobile (cm/mm)Wave Connectivity
by: Bingöl, Ece, et al.
Published: (2025)
by: Bingöl, Ece, 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)
Spectrum Occupancy Detection Supported by Federated Learning
by: Kułacz, Łukasz
Published: (2024)
by: Kułacz, Łukasz
Published: (2024)
Wireless Spectrum in Rural Farmlands: Status, Challenges and Opportunities
by: Shahid, Mukaram, et al.
Published: (2024)
by: Shahid, Mukaram, et al.
Published: (2024)
Energy Transfer and Data Collection from Batteryless Sensors in Low-altitude Wireless Networks
by: Zhang, Wen, et al.
Published: (2025)
by: Zhang, Wen, et al.
Published: (2025)
Probabilistic On-Demand Charging Scheduling for ISAC-Assisted WRSNs with Multiple Mobile Charging Vehicles
by: Qaisar, Muhammad Umar Farooq, et al.
Published: (2024)
by: Qaisar, Muhammad Umar Farooq, et al.
Published: (2024)
A Predictive and Preventive Digital Twin Framework for Indoor Wireless Networks
by: Chen, Jiunn-Tsair
Published: (2026)
by: Chen, Jiunn-Tsair
Published: (2026)
Cooperative Caching Towards Efficient Spectrum Utilization in Cognitive-IoT Networks
by: Abdolkhani, Nadia, et al.
Published: (2025)
by: Abdolkhani, Nadia, et al.
Published: (2025)
Communications over Unlicensed sub-8 GHz Spectrum: Opportunities and Challenges
by: Saifullin, Karim, et al.
Published: (2024)
by: Saifullin, Karim, et al.
Published: (2024)
Data-Driven Design of 3GPP Handover Parameters with Bayesian Optimization and Transfer Learning
by: Benzaghta, Mohamed, et al.
Published: (2025)
by: Benzaghta, Mohamed, et al.
Published: (2025)
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)
Windowing Optimization for Fingerprint-Spectrum-Based Passive Sensing in Perceptive Mobile Networks
by: Wang, Xiao-Yang, et al.
Published: (2024)
by: Wang, Xiao-Yang, et al.
Published: (2024)
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)
Context-Aware Spectrum Coexistence of Terrestrial Beyond 5G Networks in Satellite Bands
by: Niloy, Ta Seen Reaz, et al.
Published: (2024)
by: Niloy, Ta Seen Reaz, et al.
Published: (2024)
Spyglass: Directional Spectrum Sensing with Single-shot AoA Estimation and Virtual Arrays
by: Subbaraman, Raghav, et al.
Published: (2026)
by: Subbaraman, Raghav, et al.
Published: (2026)
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)
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)
Tiny Graph Neural Networks for Radio Resource Management
by: Ghasemi, Ahmad, et al.
Published: (2024)
by: Ghasemi, Ahmad, et al.
Published: (2024)
AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations
by: Cao, Xuelin, et al.
Published: (2024)
by: Cao, Xuelin, 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 QoS-Aware Uplink Spectrum and Power Allocation with Link Adaptation for Vehicular Communications in 5G networks
by: Thakur, Krishna Pal, et al.
Published: (2023)
by: Thakur, Krishna Pal, et al.
Published: (2023)
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)
Joint Task Offloading and Channel Allocation in Spatial-Temporal Dynamic for MEC Networks
by: Shi, Tianyi, et al.
Published: (2025)
by: Shi, Tianyi, et al.
Published: (2025)
DQN-Driven Adaptive Neighbor Discovery for Directional Aerial Networks
by: Sarder, Md Asif Ishrak, et al.
Published: (2026)
by: Sarder, Md Asif Ishrak, et al.
Published: (2026)
Balancing Functionality and GDPR-Driven Privacy in ISAC Trajectory Sharing
by: Fang, Zexin, et al.
Published: (2026)
by: Fang, Zexin, et al.
Published: (2026)
Similar Items
-
Federated Learning in NTNs: Design, Architecture and Challenges
by: Farajzadeh, Amin, et al.
Published: (2025) -
Towards Flexible Spectrum Access: Data-Driven Insights into Spectrum Demand
by: Alkadamani, Mohamad, et al.
Published: (2026) -
A Graph-Based Approach to Spectrum Demand Prediction Using Hierarchical Attention Networks
by: Alkadamani, Mohamad, et al.
Published: (2026) -
A Lightweight Machine Learning Approach for Delay-Aware Cell-Switching in 6G HAPS Networks
by: Koç, Görkem Berkay, et al.
Published: (2024) -
Towards Intelligent Spectrum Management: Spectrum Demand Estimation Using Graph Neural Networks
by: Alkadamani, Mohamad, et al.
Published: (2026)