Toward Heterogeneous Environment: Lyapunov-Orientated ImpHetero Reinforcement Learning for Task Offloading.
Feng SunZhenjiang ZhangXiaolin ChangKaige ZhuPublished in: IEEE Trans. Netw. Serv. Manag. (2023)
Keyphrases
- heterogeneous environments
- reinforcement learning
- adaptive control
- stability analysis
- function approximation
- highly distributed
- web services
- control theory
- dynamical systems
- control law
- class of nonlinear systems
- reinforcement learning algorithms
- sufficient conditions
- state space
- nonlinear systems
- markov decision processes
- model free
- optimal control
- closed loop
- temporal difference
- nonlinear dynamics
- neural network
- control scheme
- action selection
- learning process
- learning algorithm
- machine learning
- optimal policy
- nonlinear functions
- computing platform
- case study
- exponential stability
- robust stability