Optimized Look-Ahead Offloading Decisions Using Deep Reinforcement Learning for Battery Constrained Mobile IoT Devices.
Kaiyi ZhangNancy SamaanPublished in: SmartCloud (2020)
Keyphrases
- reinforcement learning
- mobile devices
- wearable devices
- mobile applications
- mobile computing
- smart phones
- handheld devices
- smart objects
- mobile phone
- hand held devices
- decision makers
- decision making
- small screen
- battery powered
- camera phones
- function approximation
- mobile terminals
- portable devices
- mobile learning
- context aware
- location aware
- cloud computing
- management system
- reinforcement learning algorithms
- m learning
- smart devices
- wireless technologies
- power consumption
- wireless internet
- desktop computers
- mobile apps
- machine learning
- communication technologies
- markov decision processes
- learning algorithm
- learning activities
- decision process
- state space
- learning process
- wireless devices
- embedded devices
- dynamic programming
- optimal control
- mobile technologies
- electric vehicles
- mobile platform
- temporal difference
- content adaptation
- ubiquitous environment
- ambient intelligence
- neural network
- learning experience
- mobile networks
- pervasive environments
- big data
- computing environments
- mobile users
- power supply
- tablet pc
- location information
- model free