IoT-Aerial Base Station Task Offloading with Risk-Sensitive Reinforcement Learning for Smart Agriculture.
Turgay PamukluAnne Catherine NguyenAisha SyedW. Sean KennedyMelike Erol-KantarciPublished in: CoRR (2022)
Keyphrases
- base station
- risk sensitive
- reinforcement learning
- model free
- optimal control
- markov decision processes
- wireless sensor networks
- wireless networks
- control policies
- markov decision problems
- reinforcement learning algorithms
- sensor networks
- energy consumption
- mobile users
- function approximation
- utility function
- optimal policy
- dynamic programming
- communication networks
- finite state
- temporal difference
- state space
- policy iteration
- ad hoc networks
- decision theoretic
- sensor nodes
- learning algorithm
- action space
- average cost
- markov decision process
- expected utility
- reward function
- control strategy
- decision problems
- function approximators
- control policy
- decision processes
- average reward
- end to end
- infinite horizon
- optimality criterion