Using k-means clustering with transfer and Q learning for spectrum, load and energy optimization in opportunistic mobile broadband networks.
Qiyang ZhaoDavid GraceAndrej VilharTomaz JavornikPublished in: ISWCS (2015)
Keyphrases
- reinforcement learning
- mobile phone
- energy consumption
- wireless systems
- mobile devices
- optimization algorithm
- social networks
- multi agent
- cooperative
- network structure
- function approximation
- optimization method
- learning algorithm
- optimization problems
- state space
- network connectivity
- reinforcement learning algorithms
- cellular networks
- mobile networks
- wireless technologies
- wireless networks
- mobile applications
- high speed
- transfer learning
- load balancing
- optimal policy
- delay tolerant
- mobile users
- evolutionary algorithm
- internet access
- action selection
- energy efficient
- learning rate
- energy minimization
- complex networks
- mobile learning