Satellite-Assisted 6G Wide-Area Edge Intelligence: Dynamics-Aware Task Offloading and Resource Allocation for Remote IoT Services

Satellite-Assisted 6G Wide-Area Edge Intelligence: Dynamics-Aware Task Offloading and Resource Allocation for Remote IoT Services

Engineering, Aerospace Engineering, Information Science, Electronic Information, Computer Science, Artificial Intelligence,
satellite communication   6G networks   task offloading   resource allocation   deep reinforcement learning   edge computing   spatio-temporal dynamics  

Satellite-Assisted 6G Wide-Area Edge Intelligence: Dynamics-Aware Task Offloading and Resource Allocation for Remote IoT Services Background Introduction With the advent of the 6G mobile communication network, the traditional Internet of Things (IoT) architecture is gradually transforming into the new paradigm of the intelligent Internet of Everyth...

Learning Spatio-Temporal Dynamics on Mobility Networks for Adaptation to Open-World Events

Engineering, Transportation Engineering, Information Science, Computer Science, Artificial Intelligence,
spatio-temporal dynamics   mobility networks   open-world events   graph neural networks   dynamic filter generator  

Adapting to Open-World Events via Learning Spatio-Temporal Dynamics on Mobility Networks Research Background In modern society, the Mobility-as-a-Service (MaaS) system is seamlessly integrated by various transportation modes (such as public transport, ride-sharing, and shared bicycles). To achieve efficient MaaS operation, modeling the spatio-tempo...