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 |
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| 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 |
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Other
| Other | 4th ACM International Conference on Future Energy Systems, e-Energy 2013 |
|---|---|
| Country | United States |
| City | Berkeley, CA |
| Period | 2013/05/21 → 2013/05/24 |
Keywords
- MDMS
- missing data
- smart meter
ASJC Scopus subject areas
- Energy Engineering and Power Technology
- Fuel Technology
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