Communication-Efficient Orchestrations for URLLC Service via Hierarchical Reinforcement Learning
W Shi, M Ganjalizadeh… - 2023 IEEE 34th …, 2023 - ieeexplore.ieee.org
Ultra-reliable low latency communications (URLLC) service is envisioned to enable use
cases with strict reliability and latency requirements in 5G. One approach for enabling …
cases with strict reliability and latency requirements in 5G. One approach for enabling …
DRL-based Joint Resource Scheduling of eMBB and URLLC in O-RAN
This work addresses resource allocation challenges in multi-cell wireless systems catering
to enhanced Mobile Broad-band (eMBB) and Ultra-Reliable Low Latency Communications …
to enhanced Mobile Broad-band (eMBB) and Ultra-Reliable Low Latency Communications …
Machine learning for 6G enhanced ultra-reliable and low-latency services
Ultra-reliable and low-latency communications (URLLC), as one of the major communication
services of the fifth-generation (5G) and the sixth-generation (6G) cellular networks, is critical …
services of the fifth-generation (5G) and the sixth-generation (6G) cellular networks, is critical …
Risk-aware resource allocation for URLLC: Challenges and strategies with machine learning
Supporting ultra-reliable low-latency communications (URLLC) is a major challenge of 5G
wireless networks. Stringent delay and reliability requirements need to be satisfied for both …
wireless networks. Stringent delay and reliability requirements need to be satisfied for both …
Coexistence of eMBB and URLLC in open radio access networks: A distributed learning framework
This paper proposes a distributed learning framework for network slicing in multi-cell open
radio access networks providing two services: Ultra-Reliable Low Latency Communications …
radio access networks providing two services: Ultra-Reliable Low Latency Communications …
Serving non-scheduled URLLC traffic: Challenges and learning-powered strategies
Supporting ultra-reliable low-latency communications (URLLC) is a major challenge of 5G
wireless networks. Whilst enabling URLLC is essential for realizing many promising 5G …
wireless networks. Whilst enabling URLLC is essential for realizing many promising 5G …
Multi-objective Resource Allocation for 5G Using Hierarchical Reinforcement Learning
5G and beyond networks are expected to satisfy the challenging requirements of a variety of
vertical services and domains. In this paper, we propose a radio access network (RAN) …
vertical services and domains. In this paper, we propose a radio access network (RAN) …
A tutorial on ultrareliable and low-latency communications in 6G: Integrating domain knowledge into deep learning
As one of the key communication scenarios in the fifth-generation and also the sixth-
generation (6G) mobile communication networks, ultrareliable and low-latency …
generation (6G) mobile communication networks, ultrareliable and low-latency …
Refiner GAN algorithmically enabled deep-RL for guaranteed traffic packets in real-time URLLC B5G communication systems
Ultra-reliable and Low-latency Communications (URLLC) is expected to be one of the most
critical characteristics Beyond fifth-Generation (B5G) cellular networks with stringent low …
critical characteristics Beyond fifth-Generation (B5G) cellular networks with stringent low …
Reinforcement learning-based resource allocation for adaptive transmission and retransmission scheme for URLLC in 5G
Ultra-reliable low-latency communication (URLLC) is one of the service categories
envisioned by fifth-generation (5G) wireless systems for supporting mission-critical …
envisioned by fifth-generation (5G) wireless systems for supporting mission-critical …