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 …
Service-oriented network resource orchestration in space-air-ground integrated network
Space-air-ground integrated networks (SAGINs) are envisioned to provide seamless
coverage and enhanced flexibility compared with traditional terrestrial mobile networks …
coverage and enhanced flexibility compared with traditional terrestrial mobile networks …
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 …
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 …
Resource-ability assisted service function chain embedding and scheduling for 6G networks with virtualization
While 5G is being deployed all around the world, the industry and academia start the
investigation of 6G. Network function virtualization (NFV) is seen as the key enabler towards …
investigation of 6G. Network function virtualization (NFV) is seen as the key enabler towards …
Space-air-ground integrated multi-domain network resource orchestration based on virtual network architecture: A DRL method
P Zhang, C Wang, N Kumar… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
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 …
Cost-aware dynamic SFC mapping and scheduling in SDN/NFV-enabled space–air–ground-integrated networks for Internet of Vehicles
Space–air–ground-integrated networks (SAGINs) are deemed as a promising solution to
support multifarious Internet of Vehicles (IoV) services with diversified Quality-of-Service …
support multifarious Internet of Vehicles (IoV) services with diversified Quality-of-Service …
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 …
Dynamic service function chain embedding for NFV-enabled IoT: A deep reinforcement learning approach
The Internet of things (IoT) is becoming more and more flexible and economical with the
advancement in information and communication technologies. However, IoT networks will …
advancement in information and communication technologies. However, IoT networks will …
Multiagent reinforcement-learning-aided service function chain deployment for internet of things
Nowadays, the compelling applications of the Internet of Things (IoT) bring unexpected
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …
economic benefits to our daily lives. But at the same time, it also poses huge challenges to …