Abstract
We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.
| Original language | English |
|---|---|
| Title of host publication | e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems |
| Pages | 275-276 |
| Number of pages | 2 |
| DOIs | |
| Publication status | Published - 2013 Jun 11 |
| Event | 4th ACM International Conference on Future Energy Systems, e-Energy 2013 - Berkeley, CA, United States Duration: 2013 May 21 → 2013 May 24 |
Publication series
| Name | e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems |
|---|
Other
| Other | 4th ACM International Conference on Future Energy Systems, e-Energy 2013 |
|---|---|
| Country | United States |
| City | Berkeley, CA |
| Period | 13/5/21 → 13/5/24 |
Fingerprint
Keywords
- MDMS
- missing data
- smart meter
ASJC Scopus subject areas
- Energy Engineering and Power Technology
- Fuel Technology
Cite this
Missing data handling for meter data management system. / Jeng, Ru Sen; Kuo, Chien Yu; Ho, Yao-Hua; Lee, Ming Feng; Tseng, Lin Wen; Fu, Chia Lin; Liang, Pei Fang; Chen, Ling-Jyh.
e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems. 2013. p. 275-276 (e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Missing data handling for meter data management system
AU - Jeng, Ru Sen
AU - Kuo, Chien Yu
AU - Ho, Yao-Hua
AU - Lee, Ming Feng
AU - Tseng, Lin Wen
AU - Fu, Chia Lin
AU - Liang, Pei Fang
AU - Chen, Ling-Jyh
PY - 2013/6/11
Y1 - 2013/6/11
N2 - We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.
AB - We study the meter data management systems (MDMS) with a focus on missing data handling, and propose two approaches, called Lookback-N and Sandwich-N, based on the historical data. Using a realistic dataset, we demonstrate that Lookback-N is effective for online processing, and Sandwich-N outperforms the conventional offline approach, in terms of estimation accuracy, in all test cases. The proposed approaches are simple, effective, and show promise in handling missing data for emerging smart meter data management systems.
KW - MDMS
KW - missing data
KW - smart meter
UR - http://www.scopus.com/inward/record.url?scp=84878645905&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84878645905&partnerID=8YFLogxK
U2 - 10.1145/2487166.2487204
DO - 10.1145/2487166.2487204
M3 - Conference contribution
AN - SCOPUS:84878645905
SN - 9781450320528
T3 - e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems
SP - 275
EP - 276
BT - e-Energy 2013 - Proceedings of the 4th ACM International Conference on Future Energy Systems
ER -