Model-Free Real-Time Autonomous Energy Management for a Residential Multi-Carrier Energy System: A Deep Reinforcement Learning Approach.
Yujian YeDawei QiuJonathan WardMarcin AbramPublished in: IJCAI (2020)
Keyphrases
- model free
- energy management
- reinforcement learning
- energy saving
- real time
- energy consumption
- reinforcement learning algorithms
- energy efficiency
- power consumption
- function approximation
- power saving
- temporal difference
- wireless sensor networks
- policy iteration
- state space
- policy evaluation
- smart home
- energy efficient
- rl algorithms
- markov decision processes
- low cost
- sensor networks
- electric vehicles
- machine learning
- optimal control
- temporal difference learning
- control system