Space-Air-Ground Integrated Mobile Crowdsensing for Partially Observable Data Collection by Multi-Scale Convolutional Graph Reinforcement Learning.
Yixiang RenZhenhui YeGuanghua SongXiaohong JiangPublished in: Entropy (2022)
Keyphrases
- function approximation
- reinforcement learning
- partially observable
- data collection
- multiscale
- belief space
- partial observability
- markov decision processes
- state space
- markov decision problems
- action space
- model free
- reward function
- partial observations
- partially observable environments
- hidden state
- partially observable domains
- random walk
- optimal policy
- machine learning
- fully observable
- sensor networks
- action models
- partially observable markov decision process
- search space
- data analysis
- learning algorithm
- data mining
- belief state
- infinite horizon
- optimal control
- probabilistic model
- wireless sensor networks