Lyapunov-guided Deep Reinforcement Learning for service caching and task offloading in Mobile Edge Computing.
Nianxin LiLinbo ZhaiZeyao MaXiumin ZhuYumei LiPublished in: Comput. Networks (2024)
Keyphrases
- data management
- data access
- mobile computing
- mobile environments
- reinforcement learning
- query processing
- mobile services
- mobile devices
- function approximation
- value added services
- context aware
- adaptive control
- computing environments
- service oriented
- cache replacement
- mobile phone
- dynamic programming
- mobile clients
- dynamical systems
- telecommunications industry
- mobile users
- service discovery
- sufficient conditions
- cache invalidation
- control theory
- internet services
- multimedia services
- mobile objects
- context aware services
- stability analysis
- nonlinear systems
- edge information
- information services
- mobile applications
- service providers
- learning process
- markov decision processes
- optimal policy
- asymptotic stability
- state space
- neural network