[PDF][PDF] Modified deep reinforcement learning agent for dynamic resource placement in IoT network slicing

S Ros, P Tam, S Kim - Journal of Internet Computing and Services, 2022 - researchgate.net
Network slicing is a promising paradigm and significant evolution for adjusting the
heterogeneous services based on different requirements by placing dynamic virtual network …

Oneshot Deep Reinforcement Learning Approach to Network Slicing for Autonomous IoT Systems

AKCS Boni, H Hassan, K Drira - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
With the emergence of the Internet of Things (IoT) services, meeting multiple and diverse
Quality of Service (QoS) requirements in networks has become a crucial issue. In the new …

Reinforcement learning based resource management for network slicing

Y Kim, S Kim, H Lim - Applied Sciences, 2019 - mdpi.com
Network slicing to create multiple virtual networks, called network slice, is a promising
technology to enable networking resource sharing among multiple tenants for the 5th …

Novel NFV aware network service for intelligent network slicing based on squatting-kicking model

A El-Mekkawi, X Hesselbach, JR Piney - IEEE access, 2020 - ieeexplore.ieee.org
Future networks starting from 5G will depend on network slicing to meet a wide range of
network services (NSs) with various quality of service (QoS) requirements. With the powerful …

A sub-action aided deep reinforcement learning framework for latency-sensitive network slicing

D Xiao, S Chen, W Ni, J Zhang, A Zhang, R Liu - Computer Networks, 2022 - Elsevier
Network slicing is a core technique of fifth-generation (5G) systems and beyond. To
maximize the number of accepted network slices with limited hardware resources, service …

Intelligent Edge-Aided Network Slicing for 5G and Beyond Networks

J Tang, J Nie, W Yang, B Lim, Y Zhang… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Network slicing at the edge is becoming a new enabler for 5G and beyond networks to
support diverse and differential services, with efficient employment of virtualized resources …

Digital-twin-assisted resource allocation for network slicing in industry 4.0 and beyond using distributed deep reinforcement learning

L Tang, Y Du, Q Liu, J Li, S Li… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Personalization is one of the primary emerging trends in Industry 4.0 and Beyond. Highly
personalized services will present a significant challenge to the existing algorithms for …

AI-driven data analytics and intent-based networking for orchestration and control of B5G consumer electronics services

K Abbas, A Nauman, M Bilal, JH Yoo… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Network slicing is a critical feature of the beyond fifth-generation (B5G) network that supports
a wide range of innovative services from 5.0 industries, next-generation consumer …

Drive: Dynamic resource introspection and vnf embedding for 5g using machine learning

D Basu, S Kal, U Ghosh, R Datta - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The network slicing (NS) technique is comprehensively reshaping the next-generation
communication networks (eg, 5G and 6G). Software-defined networking (SDN) and network …

[HTML][HTML] Enabling IoT Network Slicing with Network Function Virtualization

TA Tsai, FJ Lin - Advances in Internet of Things, 2020 - scirp.org
Numerous Internet of Things (IoT) devices are being connected to the net-works to offer
services. To cope with a large diversity and number of IoT ser-vices, operators must meet …