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 …
Multi-agent DRL for resource allocation and cache design in terrestrial-satellite networks
In the past few years, satellite communications have greatly affected our daily lives, and the
integrated terrestrial-satellite network can combine the advantages of satellite and base …
integrated terrestrial-satellite network can combine the advantages of satellite and base …
Distributed deep reinforcement learning assisted resource allocation algorithm for space-air-ground integrated networks
To realize the Interconnection of Everything (IoE) in the 6G vision, the space-based, air-
based, and ground-based networks have shown a trend of integration. Compared with the …
based, and ground-based networks have shown a trend of integration. Compared with the …
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 …
Network selection based on evolutionary game and deep reinforcement learning in space-air-ground integrated network
K Fan, B Feng, X Zhang, Q Zhang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In next generation communication system, space-air-ground integrated network (SAGIN)
would be utilized to provide ubiquitous and unlimited wireless connectivity with large …
would be utilized to provide ubiquitous and unlimited wireless connectivity with large …
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 …
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 …
Distributed intelligence: A verification for multi-agent DRL-based multibeam satellite resource allocation
X Liao, X Hu, Z Liu, S Ma, L Xu, X Li… - IEEE …, 2020 - ieeexplore.ieee.org
Centralized radio resource management method puts all of the computational burdens in an
agent, which is unbearable with the increasing of data dimensionality. This letter focuses on …
agent, which is unbearable with the increasing of data dimensionality. This letter focuses on …
AI in SAGIN: Building deep learning service-oriented space-air-ground integrated networks
In next-generation mobile communications, space-air-ground integrated networks (SAGINs)
is an emerging infrastructure in future wireless access networks. Since artificial intelligence …
is an emerging infrastructure in future wireless access networks. Since artificial intelligence …
Optimizing space-air-ground integrated networks by artificial intelligence
It is widely acknowledged that the development of traditional terrestrial communication
technologies cannot provide all users with fair and high quality services due to scarce …
technologies cannot provide all users with fair and high quality services due to scarce …
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