Name
Title | ||
|---|---|---|
A Multi-Agent Reinforcement Learning-Based Data-Driven Method for Home Energy Management. |
Abstract | ||
|---|---|---|
This paper proposes a novel framework for home energy management (HEM) based on reinforcement learning in achieving efficient home-based demand response (DR). The concerned hour-ahead energy consumption scheduling problem is duly formulated as a finite Markov decision process (FMDP) with discrete time steps. To tackle this problem, a data-driven method based on neural network (NN) and Q-learning a... |
Year | DOI | Venue |
|---|---|---|
2020 | 10.1109/TSG.2020.2971427 | IEEE Transactions on Smart Grid |
Keywords | DocType | Volume |
Home appliances,Energy consumption,Energy management,Reinforcement learning,Decision making,Uncertainty,Optimization | Journal | 11 |
Issue | ISSN | Citations |
4 | 1949-3053 | 15 |
PageRank | References | Authors |
0.75 | 0 | 6 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Xu Yan | 1 | 88 | 16.70 |
| Youwei Jia | 2 | 72 | 8.28 |
| Yan Xu | 3 | 113 | 15.84 |
| Zhou Xu | 4 | 66 | 15.44 |
| Songjian Chai | 5 | 15 | 1.43 |
| Chun Sing Lai | 6 | 41 | 15.62 |