Deep Reinforcement Learning Approach to QoSAware Load Balancing in 5G Cellular Networks under User Mobility and Observation Uncertainty
Fuente:
arXiv
Saved in:
| Main Authors: | Eskandarpour, Mehrshad, Soleimani, Hossein |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Adaptive Vision-Based Coverage Optimization in Mobile Wireless Sensor Networks: A Multi-Agent Deep Reinforcement Learning Approach
by: Soltani, Parham, et al.
Published: (2025)
by: Soltani, Parham, et al.
Published: (2025)
Energy-Efficient Routing Algorithm for Wireless Sensor Networks: A Multi-Agent Reinforcement Learning Approach
by: Soltani, Parham, et al.
Published: (2025)
by: Soltani, Parham, et al.
Published: (2025)
Game-Theoretic and Reinforcement Learning-Based Cluster Head Selection for Energy-Efficient Wireless Sensor Network
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
QoS Identifier and Slice Mapping in 5G and Non-Terrestrial Network Interconnected Systems
by: Abe, Yuma, et al.
Published: (2026)
by: Abe, Yuma, et al.
Published: (2026)
QoS-Aware Scheduling in New Radio Using Deep Reinforcement Learning
by: Stigenberg, Jakob, et al.
Published: (2021)
by: Stigenberg, Jakob, et al.
Published: (2021)
Probabilistic Mobility Load Balancing for Multi-band 5G and Beyond Networks
by: Lahham, Saria Al, et al.
Published: (2024)
by: Lahham, Saria Al, et al.
Published: (2024)
Statistical QoS Provisioning Architecture for 6G Satellite-Terrestrial Integrated Networks
by: Wang, Jingqing, et al.
Published: (2024)
by: Wang, Jingqing, et al.
Published: (2024)
QoS Assurance Mechanism for 5G Network Slicing Based on the Deep Reinforcement Learning PPO Algorithm
by: Li, Qingyang
Published: (2026)
by: Li, Qingyang
Published: (2026)
Load Balancing-based Topology Adaptation for Integrated Access and Backhaul Networks
by: Paiva, Raul Victor de O., et al.
Published: (2024)
by: Paiva, Raul Victor de O., et al.
Published: (2024)
Adaptive and Fair Deployment Approach to Balance Offload Traffic in Multi-UAV Cellular Networks
by: Lai, Chuan-Chi, et al.
Published: (2022)
by: Lai, Chuan-Chi, et al.
Published: (2022)
Multi-User Multi-Application Packet Scheduling for Application-Specific QoE Enhancement Based on Knowledge-Embedded DDPG in 6G RAN
by: Fu, Yongqin, et al.
Published: (2024)
by: Fu, Yongqin, et al.
Published: (2024)
QaSAL: QoS-aware State-Augmented Learnable Algorithms for Coexistence of 5G NR-U/Wi-Fi
by: Fasihi, Mohammad Reza, et al.
Published: (2025)
by: Fasihi, Mohammad Reza, et al.
Published: (2025)
A QoS Framework for Service Provision in Multi-Infrastructure-Sharing Networks
by: Nguyen, Quang Minh, et al.
Published: (2025)
by: Nguyen, Quang Minh, et al.
Published: (2025)
Optimizing Resource Allocation for QoS and Stability in Dynamic VLC-NOMA Networks via MARL
by: Al-Hameed, Aubida A., et al.
Published: (2025)
by: Al-Hameed, Aubida A., et al.
Published: (2025)
Addressing the Load Estimation Problem: Cell Switching in HAPS-Assisted Sustainable 6G Networks
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
Novel Methods for Load Estimation in Cell Switching in HAPS-Assisted Sustainable 6G Networks
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
by: Salamatmoghadasi, Maryam, et al.
Published: (2024)
Small-Scale Testbed for Evaluating C-V2X Applications on 5G Cellular Networks
by: Arfvidsson, Kaj Munhoz, et al.
Published: (2024)
by: Arfvidsson, Kaj Munhoz, et al.
Published: (2024)
Data-Driven Adaptive Resource Allocation for Reliable Low-Latency Uplink Communications in Rural Cellular 5G Multi-Connectivity
by: Alvarez-Merino, Carlos S., et al.
Published: (2026)
by: Alvarez-Merino, Carlos S., et al.
Published: (2026)
5G RAN Slicing with Load Balanced Handovers
by: Chen, Yongzhou, et al.
Published: (2025)
by: Chen, Yongzhou, et al.
Published: (2025)
Time Synchronization for 5G and TSN Integrated Networking
by: Wang, Zixiao, et al.
Published: (2024)
by: Wang, Zixiao, et al.
Published: (2024)
Enhanced 5G/B5G Network Planning/Optimization deploying RIS in Urban/Outdoor Scenarios
by: Farré, Valdemar, et al.
Published: (2024)
by: Farré, Valdemar, et al.
Published: (2024)
A Deep Reinforcement Learning-based Approach for Adaptive Handover Protocols in Mobile Networks
by: Gu, Peter J., et al.
Published: (2024)
by: Gu, Peter J., et al.
Published: (2024)
Online Learning of Weakly Coupled MDP Policies for Load Balancing and Auto Scaling
by: Eshwar, S. R., et al.
Published: (2024)
by: Eshwar, S. R., et al.
Published: (2024)
QoS-Aware Service Restoration in 5G Optical Transport Networks
by: Soltani, Zahra Sharifi, et al.
Published: (2025)
by: Soltani, Zahra Sharifi, et al.
Published: (2025)
Performance Study of Various Relay Nodes in 5G Wireless Network
by: Luo, Jianghong, et al.
Published: (2024)
by: Luo, Jianghong, et al.
Published: (2024)
Cellular Network Densification: a System-level Analysis with IAB, NCR and RIS
by: da Silva, Gabriel C. M., et al.
Published: (2024)
by: da Silva, Gabriel C. M., et al.
Published: (2024)
TARMM: Scaling Delay-Critical Edge AI Offloading in 5G O-RAN via Temporal Graph Mobility Management
by: Yan, Peihao, et al.
Published: (2026)
by: Yan, Peihao, et al.
Published: (2026)
From Simulators to Digital Twins for Enabling Emerging Cellular Networks: A Tutorial and Survey
by: Manalastas, Marvin, et al.
Published: (2024)
by: Manalastas, Marvin, et al.
Published: (2024)
Intelligent Load Balancing Systems using Reinforcement Learning System
by: Singh, Raju
Published: (2025)
by: Singh, Raju
Published: (2025)
The Impact of Traffic Characteristics on System and User Performance in 5G/6G Cellular Systems
by: Sopin, Eduard, et al.
Published: (2024)
by: Sopin, Eduard, et al.
Published: (2024)
Intelligent Multi-link EDCA Optimization for Delay-Bounded QoS in Wi-Fi 7
by: Yi, Peini, et al.
Published: (2025)
by: Yi, Peini, et al.
Published: (2025)
Graph Reinforcement Learning for QoS-Aware Load Balancing in Open Radio Access Networks
by: Semiari, Omid, et al.
Published: (2025)
by: Semiari, Omid, et al.
Published: (2025)
When Learning Meets Dynamics: Distributed User Connectivity Maximization in UAV-Based Communication Networks
by: Li, Bowei, et al.
Published: (2024)
by: Li, Bowei, et al.
Published: (2024)
A Versatile and Programmable UAV Platform for Radio Access Network and End-to-End Cellular Measurements
by: Abdullah, Sherwan Jalal, et al.
Published: (2025)
by: Abdullah, Sherwan Jalal, et al.
Published: (2025)
Inter-DU Load Balancing in an Experimental Over-the-Air 5G Open Radio Access Network
by: Bashar, Fahim, et al.
Published: (2025)
by: Bashar, Fahim, et al.
Published: (2025)
Demystifying Deep Reinforcement Learning: A Neuro-Symbolic Framework for Interpretable Open RAN Automation
by: Lu, Jie, et al.
Published: (2026)
by: Lu, Jie, et al.
Published: (2026)
Derandomized Load Balancing using Random Walks on Expander Graphs
by: Tang, Dengwang, et al.
Published: (2019)
by: Tang, Dengwang, et al.
Published: (2019)
Performing Load Balancing under Constraints
by: Fox, Andrea, et al.
Published: (2025)
by: Fox, Andrea, et al.
Published: (2025)
ML KPI Prediction in 5G and B5G Networks
by: Tran, Nguyen Phuc, et al.
Published: (2024)
by: Tran, Nguyen Phuc, et al.
Published: (2024)
Delay-Robust Deep Reinforcement Learning for Ranging-Free Channel Access under Mobility in Underwater Acoustic Networks
by: Ye, Huaisheng, et al.
Published: (2026)
by: Ye, Huaisheng, et al.
Published: (2026)
Similar Items
-
Adaptive Vision-Based Coverage Optimization in Mobile Wireless Sensor Networks: A Multi-Agent Deep Reinforcement Learning Approach
by: Soltani, Parham, et al.
Published: (2025) -
Energy-Efficient Routing Algorithm for Wireless Sensor Networks: A Multi-Agent Reinforcement Learning Approach
by: Soltani, Parham, et al.
Published: (2025) -
Game-Theoretic and Reinforcement Learning-Based Cluster Head Selection for Energy-Efficient Wireless Sensor Network
by: Eskandarpour, Mehrshad, et al.
Published: (2025) -
QoS Identifier and Slice Mapping in 5G and Non-Terrestrial Network Interconnected Systems
by: Abe, Yuma, et al.
Published: (2026) -
QoS-Aware Scheduling in New Radio Using Deep Reinforcement Learning
by: Stigenberg, Jakob, et al.
Published: (2021)