Deep reinforcement learning for resource management on network slicing: A survey
JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
From 5G to 6G technology: meets energy, internet-of-things and machine learning: a survey
Due to the rapid development of the fifth-generation (5G) applications, and increased
demand for even faster communication networks, we expected to witness the birth of a new …
demand for even faster communication networks, we expected to witness the birth of a new …
Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle
Network slicing (NS) is becoming an essential element of service management and
orchestration in communication networks, starting from mobile cellular networks and …
orchestration in communication networks, starting from mobile cellular networks and …
Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach
Network function virtualization (NFV) is critical to the scalability and flexibility of various
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
On topology optimization and routing in integrated access and backhaul networks: A genetic algorithm-based approach
In this paper, we study the problem of topology optimization and routing in integrated access
and backhaul (IAB) networks, as one of the promising techniques for evolving 5G networks …
and backhaul (IAB) networks, as one of the promising techniques for evolving 5G networks …
Multi-objective optimization service function chain placement algorithm based on reinforcement learning
H Liu, S Ding, S Wang, G Zhao, C Wang - Journal of Network and Systems …, 2022 - Springer
Network function virtualization (NFV) makes the realization of specific network functions no
longer depend on inherent hardware by executing virtual network functions (VNFs), but …
longer depend on inherent hardware by executing virtual network functions (VNFs), but …
SARM: service function chain active reconfiguration mechanism based on load and demand prediction
J Cai, K Qian, J Luo, K Zhu - International Journal of Intelligent …, 2022 - Wiley Online Library
Network function virtualization is a promising technology for providing personalized services
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …
Network function virtualization in elastic optical networks
Y Wang, L Nguyen, Q Hu - Journal of Lightwave Technology, 2023 - ieeexplore.ieee.org
In Network Function Virtualization (NFV), traditional purpose-built proprietary middle-boxes
are replaced with virtual network function (VNF) instances that are deployed over generic …
are replaced with virtual network function (VNF) instances that are deployed over generic …
Network slice reconfiguration with deep reinforcement learning under variable number of service function chains
Network slicing has been attracting attention as a technology for providing flexible services
while satisfying a wide variety of service requirements. On the network slice, individual …
while satisfying a wide variety of service requirements. On the network slice, individual …
A HSEERP—Hierarchical secured energy efficient routing protocol for wireless sensor networks
K Arunkumar - Peer-to-Peer Networking and Applications, 2024 - Springer
Wireless Sensor networks are capable of creating any dynamic s–hort-term network with a
group of sensor nodes without any previous centralized or infrastructure administration …
group of sensor nodes without any previous centralized or infrastructure administration …