Space-air-ground integrated multi-domain network resource orchestration based on virtual network architecture: A DRL method
Traditional ground wireless communication networks cannot provide high-quality services
for artificial intelligence (AI) applications such as intelligent transportation systems (ITS) due …
for artificial intelligence (AI) applications such as intelligent transportation systems (ITS) due …
Reinforcement learning assisted bandwidth aware virtual network resource allocation
Space-air-ground integration to support seamless coverage of ground, satellite, airborne,
and marine communications, is likely to be a key trend in the 6G era. One of several key …
and marine communications, is likely to be a key trend in the 6G era. One of several key …
Dynamic sfc embedding algorithm assisted by federated learning in space-air-ground integrated network resource allocation scenario
Traditional terrestrial wireless communication networks cannot support the requirements for
high-quality services for artificial intelligence applications such as smart cities. The space …
high-quality services for artificial intelligence applications such as smart cities. The space …
Load-balanced virtual network embedding based on deep reinforcement learning for 6G regional satellite networks
Regional satellite networks are capable of supporting denser coverage and more reliable
communications in the target area and hence have been viewed as an essential part of the …
communications in the target area and hence have been viewed as an essential part of the …
AI-enabled space-air-ground integrated networks: Management and optimization
AI-enabled Beyond 5G (B5G) and 6G technologies are promising candidates to support the
future generation Space-Air-Ground Integrated Networks (SAGINs). The highly dynamic …
future generation Space-Air-Ground Integrated Networks (SAGINs). The highly dynamic …
Incorporating distributed DRL into storage resource optimization of space-air-ground integrated wireless communication network
Space-air-ground integrated network (SAGIN) is a new type of wireless network mode. The
effective management of SAGIN resources is a prerequisite for high-reliability …
effective management of SAGIN resources is a prerequisite for high-reliability …
SFC-based service provisioning for reconfigurable space-air-ground integrated networks
Space-air-ground integrated networks (SAGIN) extend the capability of wireless networks
and will be the essential building block for many advanced applications, like autonomous …
and will be the essential building block for many advanced applications, like autonomous …
Joint network control and resource allocation for space-terrestrial integrated network through hierarchal deep actor-critic reinforcement learning
Conventional approaches to network control and resource allocation by allocating dedicated
spectrum resources and separate infrastructure for massive Internet of Things (IoT) network …
spectrum resources and separate infrastructure for massive Internet of Things (IoT) network …
A deep reinforcement learning-based dynamic traffic offloading in space-air-ground integrated networks (SAGIN)
Space-Air-Ground Integrated Networks (SAGIN) is considered as the key structure of the
next generation network. The space satellites and air nodes are the potential candidates to …
next generation network. The space satellites and air nodes are the potential candidates to …
Dynamic service function chain orchestration for NFV/MEC-enabled IoT networks: A deep reinforcement learning approach
Y Liu, H Lu, X Li, Y Zhang, L Xi… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) and mobile-edge computing (MEC) have been
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …
introduced by Internet service providers (ISPs) to deal with various challenges, which hinder …