Protection and Control of Modern Power Systems | |
Graph representation learning-based residential electricity behavior identification and energy management | |
Original Research | |
Shengchun Yang1  Zhenning Pan2  Xinpei Chen2  Zihao Wang2  Tao Yu2  | |
[1] China Electric Power Research Institute, 210003, Nanjing, China;School of Electric Power Engineering, South China University of Technology, 510640, Guangzhou, China; | |
关键词: Behavior correlation graph; Graph reinforcement learning; Home energy management system; Multi-label classification; Non-intrusive load monitoring; | |
DOI : 10.1186/s41601-023-00305-x | |
received in 2022-12-23, accepted in 2023-06-20, 发布年份 2023 | |
来源: Springer | |
【 摘 要 】
It is important to achieve an efficient home energy management system (HEMS) because of its role in promoting energy saving and emission reduction for end-users. Two critical issues in an efficient HEMS are identification of user behavior and energy management strategy. However, current HEMS methods usually assume perfect knowledge of user behavior or ignore the strong correlations of usage habits with different applications. This can lead to an insufficient description of behavior and suboptimal management strategy. To address these gaps, this paper proposes non-intrusive load monitoring (NILM) assisted graph reinforcement learning (GRL) for intelligent HEMS decision making. First, a behavior correlation graph incorporating NILM is introduced to represent the energy consumption behavior of users and a multi-label classification model is used to monitor the loads. Thus, efficient identification of user behavior and description of state transition can be achieved. Second, based on the online updating of the behavior correlation graph, a GRL model is proposed to extract information contained in the graph. Thus, reliable strategy under uncertainty of environment and behavior is available. Finally, the experimental results on several datasets verify the effectiveness of the proposed model.
【 授权许可】
CC BY
© The Author(s) 2023
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
RO202309074798563ZK.pdf | 4352KB | download | |
MediaObjects/40360_2023_664_MOESM5_ESM.docx | 94KB | Other | download |
Fig. 4 | 1282KB | Image | download |
Fig. 1 | 326KB | Image | download |
Fig. 2 | 138KB | Image | download |
Fig. 1 | 183KB | Image | download |
MediaObjects/12864_2023_9442_MOESM13_ESM.xlsx | 179KB | Other | download |
Fig. 24 | 514KB | Image | download |
MediaObjects/41408_2023_874_MOESM1_ESM.docx | 167KB | Other | download |
Fig. 1 | 181KB | Image | download |
41116_2023_37_Article_IEq6.gif | 1KB | Image | download |
41116_2023_37_Article_IEq9.gif | 1KB | Image | download |
41116_2023_37_Article_IEq10.gif | 1KB | Image | download |
41116_2023_37_Article_IEq12.gif | 1KB | Image | download |
41116_2023_37_Article_IEq14.gif | 1KB | Image | download |
Fig. 1 | 199KB | Image | download |
Fig. 3 | 3125KB | Image | download |
MediaObjects/13011_2023_539_MOESM1_ESM.docx | 29KB | Other | download |
Fig. 2 | 97KB | Image | download |
41116_2023_37_Article_IEq15.gif | 1KB | Image | download |
41116_2023_37_Article_IEq16.gif | 1KB | Image | download |
MediaObjects/12888_2023_4917_MOESM3_ESM.docx | 24KB | Other | download |
40854_2023_491_Article_IEq27.gif | 1KB | Image | download |
41116_2023_37_Article_IEq18.gif | 1KB | Image | download |
Fig. 2 | 192KB | Image | download |
MediaObjects/12888_2023_4931_MOESM1_ESM.docx | 41KB | Other | download |
Fig. 3 | 545KB | Image | download |
41116_2023_37_Article_IEq22.gif | 1KB | Image | download |
41116_2023_37_Article_IEq23.gif | 1KB | Image | download |
41116_2023_37_Article_IEq24.gif | 1KB | Image | download |
41116_2023_37_Article_IEq25.gif | 1KB | Image | download |
41116_2023_37_Article_IEq26.gif | 1KB | Image | download |
41116_2023_37_Article_IEq27.gif | 1KB | Image | download |
41116_2023_37_Article_IEq28.gif | 1KB | Image | download |
41116_2023_37_Article_IEq29.gif | 1KB | Image | download |
41116_2023_37_Article_IEq30.gif | 1KB | Image | download |
41116_2023_37_Article_IEq31.gif | 1KB | Image | download |
41116_2023_37_Article_IEq32.gif | 1KB | Image | download |
41116_2023_37_Article_IEq33.gif | 1KB | Image | download |
41116_2023_37_Article_IEq34.gif | 1KB | Image | download |
Fig. 1 | 130KB | Image | download |
41116_2023_37_Article_IEq36.gif | 1KB | Image | download |
41116_2023_37_Article_IEq37.gif | 1KB | Image | download |
41116_2023_37_Article_IEq38.gif | 1KB | Image | download |
Fig. 2 | 2474KB | Image | download |
41116_2023_37_Article_IEq39.gif | 1KB | Image | download |
Fig. 2 | 465KB | Image | download |
41116_2023_37_Article_IEq40.gif | 1KB | Image | download |
MediaObjects/12888_2023_4902_MOESM1_ESM.docx | 27KB | Other | download |
41116_2023_37_Article_IEq42.gif | 1KB | Image | download |
41116_2023_37_Article_IEq43.gif | 1KB | Image | download |
41116_2023_37_Article_IEq44.gif | 1KB | Image | download |
41116_2023_37_Article_IEq45.gif | 1KB | Image | download |
41116_2023_37_Article_IEq46.gif | 1KB | Image | download |
Fig. 2 | 122KB | Image | download |
41116_2023_37_Article_IEq48.gif | 1KB | Image | download |
41116_2023_37_Article_IEq49.gif | 1KB | Image | download |
41116_2023_37_Article_IEq50.gif | 1KB | Image | download |
Fig. 1 | 284KB | Image | download |
41116_2023_37_Article_IEq52.gif | 1KB | Image | download |
41116_2023_37_Article_IEq53.gif | 1KB | Image | download |
41116_2023_37_Article_IEq54.gif | 1KB | Image | download |
41116_2023_37_Article_IEq55.gif | 1KB | Image | download |
41116_2023_37_Article_IEq56.gif | 1KB | Image | download |
41116_2023_37_Article_IEq57.gif | 1KB | Image | download |
41116_2023_37_Article_IEq58.gif | 1KB | Image | download |
41116_2023_37_Article_IEq59.gif | 1KB | Image | download |
41116_2023_37_Article_IEq60.gif | 1KB | Image | download |
41116_2023_37_Article_IEq61.gif | 1KB | Image | download |
41116_2023_37_Article_IEq62.gif | 1KB | Image | download |
41116_2023_37_Article_IEq63.gif | 1KB | Image | download |
41116_2023_37_Article_IEq64.gif | 1KB | Image | download |
41116_2023_37_Article_IEq65.gif | 1KB | Image | download |
Fig. 2 | 473KB | Image | download |
41116_2023_37_Article_IEq67.gif | 1KB | Image | download |
Fig. 2 | 278KB | Image | download |
41116_2023_37_Article_IEq69.gif | 1KB | Image | download |
Fig. 2 | 250KB | Image | download |
MediaObjects/12888_2023_4905_MOESM1_ESM.docx | 1745KB | Other | download |
41116_2023_37_Article_IEq72.gif | 1KB | Image | download |
41116_2023_37_Article_IEq73.gif | 1KB | Image | download |
41116_2023_37_Article_IEq74.gif | 1KB | Image | download |
41116_2023_37_Article_IEq75.gif | 1KB | Image | download |
Fig. 3 | 432KB | Image | download |
41116_2023_37_Article_IEq78.gif | 1KB | Image | download |
41116_2023_37_Article_IEq79.gif | 1KB | Image | download |
41116_2023_37_Article_IEq80.gif | 1KB | Image | download |
Fig. 4 | 251KB | Image | download |
41116_2023_37_Article_IEq82.gif | 1KB | Image | download |
41116_2023_37_Article_IEq83.gif | 1KB | Image | download |
MediaObjects/12888_2023_4809_MOESM1_ESM.docx | 27KB | Other | download |
41116_2023_37_Article_IEq85.gif | 1KB | Image | download |
41116_2023_37_Article_IEq86.gif | 1KB | Image | download |
Fig. 1 | 173KB | Image | download |
41116_2023_37_Article_IEq88.gif | 1KB | Image | download |
41116_2023_37_Article_IEq89.gif | 1KB | Image | download |
Fig. 2 | 212KB | Image | download |
41116_2023_37_Article_IEq91.gif | 1KB | Image | download |
41116_2023_37_Article_IEq92.gif | 1KB | Image | download |
41116_2023_37_Article_IEq93.gif | 1KB | Image | download |
MediaObjects/12888_2023_4886_MOESM1_ESM.pdf | 151KB | download | |
41116_2023_37_Article_IEq95.gif | 1KB | Image | download |
41116_2023_37_Article_IEq96.gif | 1KB | Image | download |
41116_2023_37_Article_IEq97.gif | 1KB | Image | download |
MediaObjects/12888_2023_4950_MOESM3_ESM.docx | 25KB | Other | download |
41116_2023_37_Article_IEq99.gif | 1KB | Image | download |
41116_2023_37_Article_IEq100.gif | 1KB | Image | download |
41116_2023_37_Article_IEq101.gif | 1KB | Image | download |
41116_2023_37_Article_IEq102.gif | 1KB | Image | download |
41116_2023_37_Article_IEq103.gif | 1KB | Image | download |
41116_2023_37_Article_IEq104.gif | 1KB | Image | download |
Fig. 3 | 574KB | Image | download |
41116_2023_37_Article_IEq106.gif | 1KB | Image | download |
【 图 表 】
41116_2023_37_Article_IEq106.gif
Fig. 3
41116_2023_37_Article_IEq104.gif
41116_2023_37_Article_IEq103.gif
41116_2023_37_Article_IEq102.gif
41116_2023_37_Article_IEq101.gif
41116_2023_37_Article_IEq100.gif
41116_2023_37_Article_IEq99.gif
41116_2023_37_Article_IEq97.gif
41116_2023_37_Article_IEq96.gif
41116_2023_37_Article_IEq95.gif
41116_2023_37_Article_IEq93.gif
41116_2023_37_Article_IEq92.gif
41116_2023_37_Article_IEq91.gif
Fig. 2
41116_2023_37_Article_IEq89.gif
41116_2023_37_Article_IEq88.gif
Fig. 1
41116_2023_37_Article_IEq86.gif
41116_2023_37_Article_IEq85.gif
41116_2023_37_Article_IEq83.gif
41116_2023_37_Article_IEq82.gif
Fig. 4
41116_2023_37_Article_IEq80.gif
41116_2023_37_Article_IEq79.gif
41116_2023_37_Article_IEq78.gif
Fig. 3
41116_2023_37_Article_IEq75.gif
41116_2023_37_Article_IEq74.gif
41116_2023_37_Article_IEq73.gif
41116_2023_37_Article_IEq72.gif
Fig. 2
41116_2023_37_Article_IEq69.gif
Fig. 2
41116_2023_37_Article_IEq67.gif
Fig. 2
41116_2023_37_Article_IEq65.gif
41116_2023_37_Article_IEq64.gif
41116_2023_37_Article_IEq63.gif
41116_2023_37_Article_IEq62.gif
41116_2023_37_Article_IEq61.gif
41116_2023_37_Article_IEq60.gif
41116_2023_37_Article_IEq59.gif
41116_2023_37_Article_IEq58.gif
41116_2023_37_Article_IEq57.gif
41116_2023_37_Article_IEq56.gif
41116_2023_37_Article_IEq55.gif
41116_2023_37_Article_IEq54.gif
41116_2023_37_Article_IEq53.gif
41116_2023_37_Article_IEq52.gif
Fig. 1
41116_2023_37_Article_IEq50.gif
41116_2023_37_Article_IEq49.gif
41116_2023_37_Article_IEq48.gif
Fig. 2
41116_2023_37_Article_IEq46.gif
41116_2023_37_Article_IEq45.gif
41116_2023_37_Article_IEq44.gif
41116_2023_37_Article_IEq43.gif
41116_2023_37_Article_IEq42.gif
41116_2023_37_Article_IEq40.gif
Fig. 2
41116_2023_37_Article_IEq39.gif
Fig. 2
41116_2023_37_Article_IEq38.gif
41116_2023_37_Article_IEq37.gif
41116_2023_37_Article_IEq36.gif
Fig. 1
41116_2023_37_Article_IEq34.gif
41116_2023_37_Article_IEq33.gif
41116_2023_37_Article_IEq32.gif
41116_2023_37_Article_IEq31.gif
41116_2023_37_Article_IEq30.gif
41116_2023_37_Article_IEq29.gif
41116_2023_37_Article_IEq28.gif
41116_2023_37_Article_IEq27.gif
41116_2023_37_Article_IEq26.gif
41116_2023_37_Article_IEq25.gif
41116_2023_37_Article_IEq24.gif
41116_2023_37_Article_IEq23.gif
41116_2023_37_Article_IEq22.gif
Fig. 3
Fig. 2
41116_2023_37_Article_IEq18.gif
40854_2023_491_Article_IEq27.gif
41116_2023_37_Article_IEq16.gif
41116_2023_37_Article_IEq15.gif
Fig. 2
Fig. 3
Fig. 1
41116_2023_37_Article_IEq14.gif
41116_2023_37_Article_IEq12.gif
41116_2023_37_Article_IEq10.gif
41116_2023_37_Article_IEq9.gif
41116_2023_37_Article_IEq6.gif
Fig. 1
Fig. 24
Fig. 1
Fig. 2
Fig. 1
Fig. 4
【 参考文献 】
- [1]
- [2]
- [3]
- [4]
- [5]
- [6]
- [7]
- [8]
- [9]
- [10]
- [11]
- [12]
- [13]
- [14]
- [15]
- [16]
- [17]
- [18]
- [19]
- [20]
- [21]
- [22]
- [23]
- [24]
- [25]
- [26]
- [27]
- [28]
- [29]
- [30]
- [31]
- [32]
- [33]