Research output per year
Research output per year
Description
Energy consumption data of a single room in China, which consists of six appliances: freezer, fridge, washer, air conditioner, central air conditioner (CAC), and computer server. The dataset is dubbed "Energy Disaggregation data set in a Non-Residential Room in Shanghai, China" (SC-EDNRR). It covers a four-month period from 17/Sep/2021 to 13/Jan/2022 and is sampled once per second. Data may be missing in some moments when the device was temporarily disconnected.
Seven files are included in each file folder.
1.csv: the main meter
2.csv: freezer
3.csv: fridge
4.csv: washer
5.csv: air conditioner
6.csv: central air conditioner (CAC)
7.csv: computer server
When using this dataset please cite the following paper in Elsevier Applied Energy, Dandan Li, Jiangfeng Li, Xin Zeng, Vladimir Stankovic, Lina Stankovic, Changjiang Xiao, Qingjiang Shi, "Transfer learning for multi-objective non-intrusive load monitoring in smart building", Applied Energy.
Seven files are included in each file folder.
1.csv: the main meter
2.csv: freezer
3.csv: fridge
4.csv: washer
5.csv: air conditioner
6.csv: central air conditioner (CAC)
7.csv: computer server
When using this dataset please cite the following paper in Elsevier Applied Energy, Dandan Li, Jiangfeng Li, Xin Zeng, Vladimir Stankovic, Lina Stankovic, Changjiang Xiao, Qingjiang Shi, "Transfer learning for multi-objective non-intrusive load monitoring in smart building", Applied Energy.
| Date made available | 25 Oct 2022 |
|---|---|
| Publisher | University of Strathclyde |
| Temporal coverage | 17 Sept 2021 - 13 Jan 2022 |
| Geographical coverage | China |
Research output
- 2 Article
-
A temporal-spatial graph network with a learnable adjacency matrix for appliance-level electricity consumption prediction
Li, D., Xia, J., Li, J., Xiao, C., Stankovic, V., Stankovic, L. & Shi, Q., Apr 2025, In: IEEE Transactions on Artificial Intelligence. 6, 4, p. 989-1002 14 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile34 Downloads (Pure) -
Transfer learning for multi-objective non-intrusive load monitoring in smart building
Li, D., Li, J., Zeng, X., Stankovic, V., Stankovic, L., Xiao, C. & Shi, Q., 1 Jan 2023, In: Applied Energy. 329, 13 p., 120223.Research output: Contribution to journal › Article › peer-review
Open AccessFile63 Citations (Scopus)141 Downloads (Pure)
Projects
- 1 Finished
-
SENSIBLE: SENSors and Intelligence in BuiLt Environment (SENSIBLE) MSCA RISE
Stankovic, L. (Principal Investigator), Glesk, I. (Co-investigator), Gleskova, H. (Co-investigator) & Stankovic, V. (Co-investigator)
European Commission - Horizon Europe + H2020
1/01/17 → 31/12/20
Project: Research